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Table of Contents

Overview

Definition of Political Science

is an academic discipline that focuses on the empirical study of government and , encompassing a wide range of topics including the of states, the functions of governments, voter behavior, , , , and .[4.1] It employs various theoretical frameworks to analyze , with key theories including Marxism, liberalism, and realism. Marxism emphasizes the influence of structures and class relations on , while liberalism advocates for decentralized to protect individual liberties and foster .[1.1] The field of political science is divided into several sub-disciplines, including , which examines different political systems; , which analyzes ideas of and power; , focusing on and ; , which deals with the of ; and political economy, which explores the interaction between politics and .[2.1] Political science theory provides essential frameworks for understanding how political systems function, how decisions are made, and how power is distributed, thereby influencing policymaking and societal outcomes.[3.1] The historical context of is also significant, as it helps to understand the conditions and challenges that shaped these ideas. This historical approach emphasizes the importance of tradition and past experiences in developing contemporary political thought.[6.1] Notably, the philosophical contributions of classical thinkers such as Socrates, Plato, and Aristotle continue to resonate in modern political discourse, highlighting the enduring relevance of their ideas on governance, , and society.[23.1]

Scope and Subfields

Political science encompasses a broad range of subfields that examine various aspects of political systems, behavior, and theory. One significant area is comparative politics, which explores the similarities and differences between political systems worldwide. This subfield helps to understand how diverse governance models address common challenges, guiding policymakers and citizens in improving their political environments.[26.1] By comparing different political structures, such as federal versus unitary states or parliamentary versus presidential systems, scholars can analyze how these frameworks shape policy-making and governance.[27.1] Another critical subfield is political theory, which provides analytical tools to critically examine political ideas, , and institutions. It fosters a deeper understanding of governance and power dynamics, exploring foundational questions about justice, power, authority, and the role of governments.[20.1] Modern , a branch of political theory, focuses on concepts like , justice, and individual rights, reflecting the intricate dynamics between political institutions, actors, and the electorate.[21.1] The study of political culture is also essential, as it examines how historical events—such as revolutions, wars, , and economic crises—shape political culture and collective identity across different regions and eras.[9.1] Cultural norms and values significantly influence political participation and , affecting whether societies lean towards formal participation or more radical activism.[14.1] The analysis of political systems across different cultural and national contexts is essential for understanding the variations in governance structures globally. By focusing on the functions performed by political institutions and the structures that carry out these functions, researchers can gain deeper insights into the similarities and differences among political systems worldwide.[12.1] This examination also involves identifying key factors that influence , such as institutional frameworks, ideologies, and socio-, which illuminate the shaping political interactions.[13.1] However, the study of comparative politics faces several significant challenges, including the inter-connection between norms, institutions, and behavior, the range of variables involved, and the paucity of information available.[25.1] Despite these difficulties, comparative politics plays a crucial role in exploring how diverse governance models address common challenges, thereby guiding policymakers and citizens in improving their political environments.[26.1]

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History

Ancient Influences

Political science traces its origins to ancient civilizations, where early thinkers like Plato, Aristotle, and Socrates articulated foundational principles of governance and social organization. These classical philosophers laid the groundwork for modern democratic systems and political institutions, significantly influencing contemporary political thought and practice.[50.1] Aristotle's emphasis on empirical observation and the role of the state remains relevant in discussions of justice, human rights, and governance today.[48.1] His insights into citizenship and state responsibilities continue to provide valuable perspectives for addressing contemporary political challenges.[48.1] The foundational ideas explored by these ancient philosophers have permeated various fields, including law, government, and education, shaping modern societies' understanding of ethics, politics, and governance.[50.1] Political theory, evolving from its ancient origins in Greece, China, and India, encompasses concepts central to understanding governance and society, such as democracy, justice, and liberty.[51.1] It has shaped our comprehension of fundamental principles like power and human behavior within society.[51.1] The relevance of ancient political thought, particularly from Greek philosophers, continues to resonate in contemporary political discourse, underscoring the enduring impact of these early ideas on modern political science.[51.1] Thus, the legacy of classical political philosophy remains a vital component of the study and practice of political science today.

Development Through the Ages

Political science has evolved significantly from its early philosophical roots to a distinct academic discipline. The origins of political science can be traced back to the late nineteenth century, where it emerged as part of a broader intellectual movement that sought to understand governance through empirical methods rather than solely through philosophical discourse. This transformation involved appropriating and reshaping ideas to fit new political contexts, often obscuring previous meanings to serve contemporary purposes.[42.1] The early development of political science was heavily influenced by classical thinkers such as Aristotle and later by the political philosophy of Jean Bodin. Bodin, who lived during a time of significant political change in Europe, introduced the concept of sovereignty, which became foundational in understanding the relationship between the state and law. His work articulated the idea that the state is the ultimate source of law within its territory, marking a pivotal shift in political thought as societies began to see political systems and social structures as distinct entities.[58.1] Political science, defined as the study of governance through empirical and scientific methods of analysis, has undergone significant evolution since its emergence in the late nineteenth century.[44.1] The seminal work by Downs (1957) on the of democracy has spurred extensive research into electoral behavior and its outcomes, particularly influencing studies such as the calculus of voting (Riker and Ordeshook, 1968) and the paradox of voting (Aldrich, 1993).[56.1] These studies have aimed to refine the modeling of electoral participation, showcasing the transformative impact of empirical research on the understanding of political behavior.[56.1] However, it is noteworthy that political science is unlikely to develop a single, universal paradigm or theory, as attempts to establish such frameworks have typically been short-lived, resulting in a discipline characterized by diverse trends and few enduring .[44.1] Moreover, the evolution of political theory has been marked by a continuous dialogue between historical ideas and contemporary issues. From the idealism of Plato to modern discussions on democracy and justice, political theory has provided critical frameworks for understanding power dynamics and governance. This ongoing evolution reflects 's quest for a just and equitable society, as theorists grapple with foundational questions about authority and the role of governments.[47.1]

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Recent Advancements

Impact of Technology on Political Science

Recent technological advancements have profoundly reshaped political science, particularly through the integration of data analytics and digital communication tools. These technologies have transformed global politics, as seen during the Arab uprisings, where they initially served as catalysts for social change. However, the rise of authoritarian regimes has illustrated their potential for surveillance and control, underscoring a dual impact on governance and power dynamics.[90.1] The concept of global techno-politics (GTP) highlights the interplay between technology and political decision-making, emphasizing that technological advancements are both shaped by and influential upon political contexts.[88.1] The incorporation of artificial intelligence (AI) into political processes has sparked debates about its implications, presenting both opportunities and challenges for governance.[89.1] In political science research, advancements in data science have revolutionized empirical methodologies. Researchers now employ sophisticated data collection and analysis techniques, enhancing their ability to derive insights. This evolution has enabled political campaigns to leverage data analytics for targeted voter outreach, refining electoral strategies.[93.1] Additionally, large language models (LLMs) have become instrumental in tasks such as election prediction and policy impact assessment, automating predictive tasks and improving causal inference, thereby enriching the analytical capabilities of political scientists.[94.1]

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Major Subfields Of Political Science

Political Theory

Political theory provides the analytical tools necessary to critically examine political ideas, ideologies, and institutions, thereby fostering a deeper understanding of governance and power dynamics. It explores foundational questions about justice, power, authority, and the role of governments, offering frameworks to understand and critique political systems.[137.1] The discipline has evolved significantly from its ancient origins in civilizations such as Greece, China, and India, where early thinkers sought to articulate the principles of governance and social organization.[138.1] Modern political philosophy has emerged as a response to contemporary challenges, focusing on concepts like democracy, justice, and individual rights.[137.1] The evolution of political thought is marked by the contributions of classical theorists such as Plato and Aristotle, as well as modern thinkers like John Rawls and Michel Foucault, highlighting the profound changes in political theory over time.[140.1] Key political ideologies, including liberalism, conservatism, , and fascism, have roots in historical contexts and have shaped modern political discourse. For instance, liberalism arose in response to absolute monarchies during the Enlightenment, emphasizing individual freedom and equality, while socialism emerged as a reaction to industrialization, advocating for social ownership and equitable distribution.[139.1] Each presents core principles and values, along with criticisms and challenges that influence modern politics.[139.1] The social contract theory, developed by foundational theorists such as Thomas Hobbes, John Locke, and Jean-Jacques Rousseau, remains central to political theory. These theorists posited that the social contract is the means by which civilized society and government arise from a preexisting state of nature, where individuals consent to surrender some of their rights to a central authority for the sake of order and protection.[152.1] This concept of consent is crucial, as it implies a normative power to bind oneself to governance, which continues to resonate in contemporary discussions about governance and individual rights.[153.1]

Comparative Politics

Comparative politics is a significant subfield of political science, which is defined as the study of governments, , political processes, systems, and political behavior. Within the broader discipline of political science, various subfields exist, including political theory, political philosophy, political ideology, political economy, policy studies and analysis, comparative politics, and international relations, among others.[122.1] This area of study emphasizes the of political systems and structures across different countries, contributing to a deeper understanding of how diverse political entities function and interact.[122.1] Comparative politics is one of the four subfields of political science that focuses on analyzing political structures across different nations. This subfield aims to enhance our understanding of how various political systems operate and influence governance and .[123.1] The broader scope of political science encompasses a wide array of topics, including political theory, the ideal forms of government, and the development and implementation of public policies.[124.1] By examining these diverse elements, scholars can gain insights into the impact of politics on society and the intricate relationships between different political institutions and their outcomes.[124.1] The scope of comparative politics encompasses a wide range of topics, including the study of political regimes, electoral systems, and the impact of political culture on governance. For instance, electoral systems are crucial in shaping political outcomes and can be classified into majoritarian, proportional representation, and mixed systems, each with distinct implications for party dynamics and voter behavior.[127.1] Majoritarian systems, such as the First-Past-the-Post (FPTP) method, often favor larger parties and can lead to disproportionate representation, while proportional representation systems aim to allocate seats in accordance with the vote share of political parties, fostering multi-party competition.[132.1] Furthermore, comparative politics also investigates how different political systems public policy and political . Research indicates that electoral systems can influence public opinion and behavior, which in turn policy-making processes.[130.1] For example, countries employing proportional representation may experience more inclusive political environments, whereas majoritarian systems might produce more stable, single-party governments that can enact decisive policies.[129.1]

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Political Behavior

Voter Behavior

Voter behavior is significantly influenced by various factors, including , education, and . Research indicates that economic deprivation and poor health are correlated with reduced voter participation, which in turn diminishes political power among affected groups. Specifically, studies show that individuals from lower-income backgrounds, as well as racial minorities such as Blacks and Latinos, face barriers to voting, including transportation issues and inflexible work schedules, which contribute to lower turnout rates on election days.[172.1] The relationship between and political engagement is well-documented. Individuals with lower incomes and less education tend to participate less in political activities, including voting, compared to their more affluent counterparts. This is evident across various forms of political engagement, such as financial contributions to candidates and attention to political issues.[190.1] Furthermore, the structural aspects of society, including community organization and , play a crucial role in shaping political efficacy and participation among different social classes.[191.1] Community structures also significantly impact political socialization, particularly among youth. The environment in which young individuals grow up can influence their political attitudes and behaviors, often reflecting the political engagement levels of their families and communities.[188.1] Additionally, educational institutions reinforce family socialization related to class position, which can foster a sense of political efficacy among middle-class students while potentially alienating those from lower socioeconomic backgrounds.[189.1]

Political Participation

Political participation is influenced by several primary independent variables, including political ideology, political knowledge, and political participation itself. Political ideology is measured through two methods for : the recoding of a 7-point ideology scale from "extreme liberal" to "extreme conservative" and a 7-point party-affiliation measure.[173.1] The impact of political ideology is not limited to political events; it also shapes individuals' everyday non-, such as their choices and purchases of consumer goods.[174.1] This demonstrates the pervasive influence of ideological beliefs on both political engagement and daily life activities. has emerged as a powerful tool in shaping political behavior and mobilization. It facilitates public discourse and influences political views, contributing to the development of ideological orientations among users.[175.1] Research has shown that social media can significantly affect voting patterns, with studies indicating a positive relationship between social media use and .[179.1] However, the role of social media is complex; while it can mobilize supporters effectively, it also raises concerns about and the creation of echo chambers that may distort public opinion.[180.1] Economic conditions also play a crucial role in political participation. Economic downturns tend to depress voter participation, as citizens may feel disillusioned or disengaged from the during times of financial instability.[182.1] Conversely, some theories suggest that economic hardships can lead voters to support conservative parties, while others argue that such conditions increase the demand for social spending and progressive policies.[183.1] This dichotomy highlights the nuanced relationship between economic factors and political mobilization. Demographic factors, including and , further complicate the landscape of political participation. Studies have shown that variations in voter turnout and political engagement exist across different racial and ethnic groups, influenced by factors such as group identity and mobilization efforts.[185.1] Understanding these dynamics is essential for comprehending the effectiveness of democratic systems and the representation of diverse populations within them.

International Relations

Global Governance

has evolved significantly in response to the complexities introduced by , which challenges traditional notions of state sovereignty. As globalization integrates national governance into broader, transnational frameworks, it necessitates a rethinking of state power and authority in the context of international relations.[229.1] This transformation has reshaped how states exercise control over their economic, political, and cultural affairs, leading to a profound impact on the concept of state sovereignty.[230.1] The rise of non-state actors and transnational flows has further complicated the dynamics of global governance. States now face increasing challenges in regulating global economic activities and maintaining control over domestic affairs, which has sparked debates regarding the implications of globalization for state authority and governance.[231.1] Scholars such as Kenichi Ohmae and David Held argue that globalization fosters the emergence of region-states and economic interdependence, promoting collective decision-making through .[232.1] While globalization has facilitated economic growth and cross-cultural interchange, it has also created significant obstacles for national sovereignty. Nations struggle to retain control over their economies in an increasingly interconnected world, leading to contrasting perspectives on the relationship between globalization and sovereignty. Some argue that globalization undermines national sovereignty by diminishing the power of nation-states and amplifying the influence of global institutions and corporations, while others contend that it can enhance sovereignty by providing new opportunities for .[233.1] In this context, the theoretical frameworks of international relations, particularly Realism, Liberalism, and , offer different lenses through which to understand global governance. Realism emphasizes the constant struggle for power among self-interested states in an anarchic system, while Liberalism highlights the potential for and the role of international institutions in fostering peace.[236.1] Constructivism, on the other hand, focuses on the impact of ideas, norms, and social interactions in shaping state behavior and the international system, thereby complementing and challenging the traditional views of Realism and Liberalism.[236.1]

Foreign Policy Analysis

analysis is a critical component of international relations, focusing on how states formulate and implement their . This analysis is informed by various theoretical frameworks, notably realism and liberalism, which provide contrasting perspectives on state behavior. Realism posits that states operate in a competitive international system where power and self-interest drive their actions, often leading to . In contrast, liberalism emphasizes the potential for cooperation among states, advocating that international institutions can facilitate diplomatic resolutions and collective goals.[219.1] The study of foreign policy is inherently interdisciplinary, drawing from political science, economics, , and . This multidisciplinary approach allows for a comprehensive understanding of the factors influencing state behavior, including , economic conditions, and historical contexts.[204.1] For instance, the of events such as the Peloponnesian War, as documented by Thucydides, provides valuable insights into the dynamics of power and diplomacy that remain relevant in contemporary international relations.[217.1] Economic sanctions are a widely utilized tool in international relations, employed by states and international organizations to address perceived violations of international norms or to influence the behavior of target states or entities.[209.1] These sanctions are defined as political measures aimed at coercing, deterring, or punishing by restricting access to economic resources, which subsequently impacts and investment.[209.1] The primary objectives of economic sanctions include , constraining, and signaling, with the ultimate goal of creating sufficient economic pressure to compel a target country to change its policies or behaviors.[214.1] Sanctions play a crucial role in international diplomacy, as they can alter diplomatic ties, escalate or de-escalate , and reshape political landscapes without the direct use of military force.[210.1] The effectiveness of economic sanctions varies significantly depending on their and the context in which they are applied, highlighting their strategic importance in influencing state behavior.[214.1]

Public Policy

Policy Formation

Public policy formation is a complex process that involves a series of decisions made by governments and political actors to address recognized issues within the political realm. This process is characterized by the systematic and deliberate attempt to tackle various social, economic, and political problems that affect society, as well as the framework of , , and actions implemented to achieve specific goals.[249.1] The emergence of as a distinct field of study post-World War II reflects the growing expectation that governments should actively solve public problems such as and .[249.1] A critical aspect of policy formation is the balancing of competing interests among various stakeholders, which is essential for addressing public problems and promoting .[250.1] Policymakers often encounter the challenge of reconciling differing priorities, such as economic growth, , and .[250.1] To effectively these interests, a strategic approach is required, which includes effective communication, collaboration, and compromise.[251.1] Stakeholder participation is a fundamental practice in modern governance, where policymakers utilize various consultation instruments to invite stakeholder input early in the .[253.1] For example, in the context of , policymakers may enhance transparency by holding public hearings, publishing draft policies online, and soliciting feedback from diverse stakeholders.[251.1] By employing these strategies, policymakers can navigate the complexities of balancing competing interests and contribute to a more just and sustainable society.[251.1] Community dynamics significantly influence the effectiveness of public policies, as governance occurs within a complex where public opinion, societal norms, and group behavior play crucial roles in decision-making.[257.1] Engaging communities in the process is essential, as co-created public health actions can reduce and promote social change; however, there is a need for further efforts to involve communities throughout the entire decision-making cycle.[256.1] Understanding involves examining the structures of involvement, which include individual, collective, and institutional participation, all of which can enhance and foster cooperative action.[255.1] Citizen-led initiatives can solidify collective efforts to address issues, thereby improving governance within .[255.1]

Policy Evaluation

in public policy is a critical process that assesses the effectiveness and impact of policies aimed at addressing , particularly in the realms of poverty and unemployment. The evolution of theoretical frameworks in public policy, such as the Multiple Streams Approach (MSA), the Coalition Framework (ACF), and the (NPF), has significantly influenced how policies are formulated and evaluated. The NPF, for instance, emphasizes the role of in shaping public policy at various levels, thereby providing a comprehensive lens through which to analyze policy processes over time and across contexts.[261.1] Research indicates that policies aimed at reducing poverty and economic insecurity yield both immediate and long-term benefits. For example, effective strategies not only alleviate short-term hardship but also contribute to sustained economic growth and stability.[277.1] However, the long-term impacts of such policies can be complex. Long-term unemployment can lead to the erosion of skills, known as the depreciation of , which further complicates the economic landscape for affected individuals and communities.[278.1] Evaluating the economic impacts of public policies requires a nuanced understanding of both intended and unintended consequences. For instance, while raising the minimum wage is designed to support low-income workers, it can inadvertently lead to job cuts or reduced hours as businesses adjust to higher labor costs, ultimately harming those the policy aims to assist.[280.1] Furthermore, comprehensive evaluations of packages must consider not only the immediate boosts to GDP and employment but also the long-term implications of national debt and potential economic scarring from severe recessions.[279.1]

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Political Economy

Economic Systems and Governance

Political economy examines the intricate relationship between and governance, focusing on how political forces shape economic outcomes and vice versa. It is fundamentally concerned with the ways in which government policies and institutions influence economic performance, as well as how economic factors can affect political decision-making and the distribution of power within a society.[282.1] This field draws upon various disciplines, including sociology, economics, and political science, to analyze the interactions between government, economic systems, and political dynamics.[284.1] One significant aspect of political economy is the role of government in regulating markets and controlling resources, which can have profound implications for economic inequality. For instance, the impact of government policies on economic inequality varies across different regions, with evidence suggesting that social transfers and pensions have a more substantial effect in Northern, Southern, and Western Europe compared to Eastern Europe.[285.1] Additionally, can influence inequality through various channels, such as the income composition channel, where lower may disproportionately benefit high-income households.[286.1] To address economic , researchers have identified several policy solutions that can effectively reduce inequality without hindering economic growth. These include investments in education, particularly programs, which can enhance economic and while decreasing inequality.[287.1] Furthermore, the initial distribution of income plays a crucial role in how government policies can translate economic growth into poverty reduction, emphasizing the importance of equitable .[288.1] The relationship between political institutions and economic inequality is also critical, as lower levels of income inequality are associated with higher levels of political . This trust is essential for the stability and functioning of democratic systems.[289.1] However, economic inequality often leads to unequal political influence, where affluent individuals can shape policies to their advantage, thereby exacerbating disparities.[290.1] Empirical studies indicate that the responsiveness of political systems to the preferences of different income groups is significantly biased towards the wealthy, highlighting the challenges of achieving equitable political representation.[292.1]

Political Methodology

Qualitative and Quantitative Approaches

The interplay between qualitative and quantitative methods in is essential for a comprehensive understanding of political phenomena. It is widely accepted that an appropriate combination of these methods provides a better understanding of research problems than using them separately.[337.1] This mixed-methods approach seeks to bridge gaps and address weaknesses inherent in both qualitative and quantitative research.[328.1] in political science plays a vital role in enhancing the quality and rigor of by illuminating complex societal issues through real-world applications.[330.1] This approach allows for in-depth investigations that add nuance to existing applications and generate new theoretical insights, particularly by understanding the experiences of marginalized groups and their engagement with policies.[330.1] By examining these experiences, qualitative inquiry deepens our understanding of policy feedback, including where it occurs and the reasons behind it.[330.1] Thus, the integration of qualitative perspectives into political research is essential for enriching our comprehension of the dynamics between policies and diverse communities.[330.1] Conversely, quantitative methods utilize to explore relationships between variables, allowing for the identification of long-term trends and patterns.[333.1] However, these methods often require to provide comprehensive explanations of the observed phenomena.[333.1] The integration of qualitative insights can enhance the of quantitative data, ensuring that accurately reflect the complexities of human behavior and political interactions.[333.1] Challenges do arise when combining these approaches, particularly in ensuring that qualitative findings are effectively integrated with quantitative data.[338.1] , which intentionally combines numeric-based methods with narrative-based methods, is one to address these challenges.[338.1] By employing mixed-methods research, political scientists can leverage the strengths of both qualitative and quantitative approaches, ultimately enriching the quality and rigor of political inquiry.[337.1]

Emerging Research Techniques

Emerging research techniques in political science are increasingly influenced by the integration of and methodologies. Key areas where big data is impacting political science include , governance, international relations, , public opinion, and processing. The interdisciplinary field of leverages big data analytics to address fundamental questions regarding social and political behavior, offering unique possibilities for modeling collective political behavior using vast amounts of social and behavioral data.[324.1] Machine learning techniques have gained traction in , particularly in the domains of and . A comprehensive review covering 339 articles from 1990 to 2022 indicates that machine learning methods, such as topic modeling, , and random forests, are becoming increasingly popular among political scientists.[346.1] These techniques enable researchers to analyze complex datasets, including written records and speeches, through algorithms that identify common themes and patterns.[325.1] The application of machine learning in political data analytics is reshaping traditional methodologies by facilitating in political campaigns. For instance, machine learning can identify swing voters, optimize campaign messages, and forecast election outcomes, thereby enhancing the of political campaigns.[345.1] Furthermore, researchers like Jef de Slegte are exploring how machine learning can recast the and understanding of societal polarization, illustrating the potential for these techniques to yield unique insights into political behavior.[344.1] The integration of machine learning in political research presents significant ethical implications, particularly regarding and . The necessity for large volumes of data raises serious due to the risk of leaking highly sensitive information and the challenges posed by evolving .[349.1] Furthermore, there is a recognized need for applied guidance on the ethical considerations associated with the use of machine learning techniques, especially in the context of producing official .[348.1] While resources exist that address ethical considerations in machine learning projects, they often focus on operational uses and lack practical advice on mitigating ethical issues throughout the project lifecycle.[348.1] To enhance the privacy of social media data and protect users from political profiling, innovative approaches such as are being explored. This technique aims to deceive AI-generated user profiles, thereby empowering users to resist political profiling and maintain the deliberative nature of their online interactions.[350.1]

References

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primescholarslibrary

https://www.primescholarslibrary.org/articles/an-overview-of-key-concepts-and-theories-in-political-science.pdf

[1] PDF In this review article, I will provide an overview of the key concepts and theories in political science, as well as the major debates and issues that have emerged in the field. One of the fundamental concepts in political science is power. Political scientists use various theoretical frameworks to analyze power relations, including Marxism, liberalism, and realism. Marxism is a critical perspective that emphasizes the role of economic structures and class relations in shaping political systems. Liberals believe that political power should be decentralized and limited to protect individual liberties and promote economic growth. International relations are a subfield of political science that focuses on the behavior of states and other actors in the international system.

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[2] Comprehensive Guide to Political Science: Key Concepts & | Course Hero Comparative Politics- Examines different political systems. 2. Political Theory- Analyzes ideas of governance and power. 3. International Relations - Focuses on diplomacy, war, and global politics. 4. Public Administration- Management of government policies. 5. Political Economy- Interaction between politics and economy. II.

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[3] Understanding Political Science Theory: Key Concepts Explained What Is Political Science Theory? Political science theory provides frameworks for understanding how political systems function, how decisions are made, and how power is distributed. Key Political Science Theories Here are some of the most prominent political science theories: The Importance of Political Science Theory in Today’s World Political Science Theory in Practice The Future of Political Science Theory 1. What is the role of political science theory? Political science theory helps us understand the functioning of political systems, the distribution of power, and the impact of decisions on society. 2. How does political science theory influence policymaking? 3. Why are political science theories important today? 5. Can political science theory help us understand social movements?

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[4] political science summary | Britannica political science, Academic discipline concerned with the empirical study of government and politics.Political scientists have investigated the nature of states, the functions performed by governments, voter behaviour, political parties, political culture, political economy, and public opinion, among other topics.Though it has roots in the political philosophies of Plato and Aristotle

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[6] Historical Approach in Political Theory: Learning from the Past Historical Approach in Political Theory: Learning from the Past • PolSci Institute Modern Political PhilosophyModern Political Philosophy explores the ideas and theories that have shaped contemporary political thought, focusing on concepts like democracy, justice, and individual rights. This method, known as the historical approach, uses historical context to develop theories and offers valuable insights into our present political landscape. Contextual understanding: By examining the historical context in which political theories developed, we can understand the conditions and challenges that shaped these ideas. The historical approach emphasizes the importance of tradition and past experiences as valuable guides for contemporary political theory. The historical approach in political theory provides a valuable lens through which we can understand the development and evolution of political concepts.

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[9] PDF This paper explores the ways in which significant historical events—such as revolutions, wars, social movements, and economic crises—have influenced the development of political culture and collective identity across different regions and eras. Political © 2018 IJRAR December 2018, Volume 5, Issue 4 www.ijrar.org (E-ISSN 2348-1269, P- ISSN 2349-5138) IJRAR19D6035 International Journal of Research and Analytical Reviews (IJRAR) 791 culture also plays a critical role in shaping national identity and the stability of political systems, influencing everything from voter behavior and public policy to social movements and governance structures. THE INFLUENCE OF HISTORICAL EVENTS ON POLITICAL CULTURE AND IDENTITY Historical events—ranging from revolutions and wars to social movements and economic crises— play a pivotal role in shaping the political culture of a society, which in turn influences its collective identity.

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[12] PDF political systems across different cultural and national contexts. By focusing on the functions performed by political institutions and the structures that carried out these functions, Almond and Powell's approach facilitated a deeper understanding of the similarities and differences among political systems worldwide.

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[13] Analyzing Political Systems and Behavior - ResearchGate By examining the key factors that influence political behavior, such as institutional frameworks, ideologies, and socio-cultural contexts, this study sheds light on the complex dynamics that shape

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https://ijrar.org/papers/IJRAR19D6034.pdf

[14] PDF Cultural norms and values provide the framework for what is considered acceptable political behavior, influencing whether societies lean towards formal participation or more radical activism. Cultural factors such as norms, values, identity, and religion play a pivotal role in shaping political participation and activism. By examining how cultural contexts influence political behavior, we gain insights into why political engagement varies across different societies and how cultural dynamics shape the landscape of political activism and participation. © 2018 IJRAR November 2018, Volume 5, Issue 4 www.ijrar.org (E-ISSN 2348-1269, P- ISSN 2349-5138) IJRAR19D6034 International Journal of Research and Analytical Reviews (IJRAR) 789 CONCLUSION: Cultural factors profoundly shape political participation and activism, influencing both the methods and motivations behind political engagement.

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https://polsci.institute/political-theory/evolution-political-theory-classical-contemporary/

[20] The Evolution of Political Theory: Classical to Contemporary Understanding Political TheoryPolitical theory provides the analytical tools to critically examine political ideas, ideologies, and institutions, fostering a deeper understanding of governance and power dynamics. Political TheoryPolitical Theory explores foundational questions about justice, power, authority, and the role of governments, offering frameworks to understand and critique political systems. Modern Political PhilosophyModern Political Philosophy explores the ideas and theories that have shaped contemporary political thought, focusing on concepts like democracy, justice, and individual rights. Political Theory This blog post will take you on a journey through this evolution, from classical to modern and finally to contemporary political theory, helping you understand how these ideas shape our world today. Political Theory What is Political Theory?

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[21] The Evolution of Political Economy: From Classical to Contemporary Theories Modern Political PhilosophyModern Political Philosophy explores the ideas and theories that have shaped contemporary political thought, focusing on concepts like democracy, justice, and individual rights. This subject explores the intricate dynamics between political institutions, actors, and the electorate, shaping the nation’s governance and policies. State Politics in IndiaState politics in India plays a crucial role in shaping the nation’s governance, as regional leaders and policies significantly influence national outcomes. Understanding global politics is crucial for analyzing international conflicts, economic policies, and cooperative efforts that impact global stability and security. Today, the field of political economy continues to evolve, exploring the complexities of global capitalism, state structures, and economic crises. State in Contemporary Political Theory 16 Ethnicity Politics And State

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[23] Theories of Governance: Plato's and Aristotle's Theories Both Plato's and Aristotle's philosophies concerning governmental affairs remain relevant in modern times. The history of Western civilization's development has represented the hypothetical structure between the two ways of approaching governance, which can be simplified to the internal 'tensions' between Plato and Aristotle.

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politicalsciencenotes

https://www.politicalsciencenotes.com/politics/study-of-comparative-politics-7-difficulties/1392

[25] Study of Comparative Politics: 7 Difficulties - Political Science Notes This article throws light upon the seven major difficulties faced in the study of comparative politics analysed by Jean Blondel. Some of the difficulties are: 1. Inter-Connection between Norms, Institutions and Behaviour 2. Range of Variables 3. Paucity of Information 4. Problems in the Way of Using Scientific Method are also Problems of Comparative Politics and Others. Difficulty # 1. Inter

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https://polsci.institute/comparative-politics/

[26] Comparative Politics - Issues and Trends • PolSci Institute Exploring the similarities and differences between political systems worldwide, Comparative Politics helps us understand how diverse governance models address common challenges. This field sheds light on global political trends, guiding policymakers and citizens in improving their own political environments.

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https://socialstudieshelp.com/ap-government-and-politics/exploring-global-political-systems-a-comparative-study/

[27] Exploring Global Political Systems: A Comparative Study By comparing different political structures, such as federal versus unitary states or parliamentary versus presidential systems, we can understand how they shape policy-making and governance. This comparative analysis of global political systems reveals the diversity in how societies are governed. These case studies demonstrate the diversity of political systems and how cultural, historical, and social factors influence the governance of different countries. From the foundational concepts of governance to the analysis of different political systems, and the influence of international organizations and treaties, this field offers valuable insights into how nations govern and interact on the global stage. This field is not just about comparing different forms of government but also involves analyzing how political, economic, social, and cultural factors in each country influence its political system.

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cambridge

https://www.cambridge.org/core/elements/history-of-political-science/F1FADCBCCCCB95BB3B8DF694A0A805F3

[42] A History of Political Science - Cambridge University Press & Assessment The history of political science is less one of scholars testing and improving theories by reference to data than of their appropriating and transforming ideas, often obscuring or obliterating former meanings, to serve new purposes in shifting political contexts. Political science arose in the late nineteenth century as part of a wider

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britannica

https://www.britannica.com/topic/political-science

[44] Political science | Fields, History, Theories, & Facts | Britannica Political science | Fields, History, Theories, & Facts | Britannica Ask the Chatbot Games & Quizzes History & Society Science & Tech Biographies Animals & Nature Geography & Travel Arts & Culture ProCon Money Videos political science political science summary political science https://www.britannica.com/topic/political-science political science, the systematic study of governance by the application of empirical and generally scientific methods of analysis. However, if the term science applies to any body of systematically organized knowledge based on facts ascertained by empirical methods and described by as much measurement as the material allows, then political science is a science, like the other social disciplines. It is likely that political science never will develop a single, universal paradigm or theory, and attempts to do so have seldom lasted more than a generation, making political science a discipline of many trends but few classics.

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longdom

https://www.longdom.org/open-access/the-evolution-of-political-theory-from-plato-to-postmodernism-103892.html

[47] The Evolution of Political Theory from Plato to Postmodernism Journal of Political Sciences & Public Affairs Journal of Political Sciences & Public Affairs received 1806 citations as per Google Scholar report Journal of Political Sciences & Public Affairs peer review process verified at publons *Correspondence: Rayendra Prasetya, Department of Political Science, University of Indonesia, Jakarta, Indonesia, Email:Author info » From ancient philosophers like Plato and Aristotle to contemporary thinkers like John Rawls and Judith Butler, political theory has undergone significant transformations, reflecting changes in societies, ideologies, and the global political landscape. From the idealism of Plato to the postmodern deconstruction of Derrida, political theory has continually sought to address the complexities of human societies and governance. Citation: Prasetya R (2023) The Evolution of Political Theory from Plato to Postmodernism.

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https://polsci.institute/classical-political-philosophy/contemporary-relevance-aristotles-political-philosophy/

[48] The Contemporary Relevance of Aristotle's Political Philosophy Understanding Political TheoryPolitical theory provides the analytical tools to critically examine political ideas, ideologies, and institutions, fostering a deeper understanding of governance and power dynamics. Classical Political PhilosophyClassical Political Philosophy explores foundational ideas and theories from ancient thinkers like Plato and Aristotle, shaping the principles of governance, justice, and ethics. Modern Political PhilosophyModern Political Philosophy explores the ideas and theories that have shaped contemporary political thought, focusing on concepts like democracy, justice, and individual rights. Aristotle’s insights into citizenship and the role of the state offer valuable perspectives for understanding contemporary political challenges. Aristotle’s political philosophy, with its emphasis on empirical observation, justice, and the role of the state, remains deeply relevant in contemporary discussions on fairness, human rights, and governance.

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greecehighdefinition

https://www.greecehighdefinition.com/blog/2025/3/7/the-impact-of-ancient-greek-philosophy-on-modern-thought

[50] The Impact of Ancient Greek Philosophy on Modern Thought The Impact of Ancient Greek Philosophy on Modern Thought The Impact of Ancient Greek Philosophy on Modern Thought Ancient Greek philosophy laid the foundation for many of the ideas that shape modern thought today. Thinkers like Socrates, Plato, and Aristotle explored questions of ethics, politics, metaphysics, and knowledge, influencing fields ranging from law and government to science and education. This work deeply influenced later political theory, including the ideas of governance and justice found in modern republics and constitutional democracies. From law and politics to psychology and science, Greek philosophy remains embedded in the way we think, debate, and govern today. The Impact of Ancient Greek Philosophy on Modern Thought

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politicaljar

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[51] Political Theory - Political Jar Political Theory Political Theory Political Theory The roots of political theory stretch back to ancient civilizations, where thinkers sought to understand and articulate the principles of governance and social organization. Political theory addresses a wide range of concepts, each central to understanding governance and society. Democracy, as a system of government, has been a focal point of political theory. Political theory is a dynamic and multifaceted discipline that examines the fundamental principles of governance, power, and human behavior within society. From its ancient origins in Greece, China, and India to its modern evolution through diverse schools of thought, political theory has shaped our understanding of justice, liberty, and democracy.

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sagepub

https://journals.sagepub.com/doi/full/10.1177/10434631221142733

[56] Voting behavior as social action: Habits, norms, values, and ... Since the seminal work by Downs (1957) on the economic theory of democracy, there has been intensive research into electoral behavior and its outcomes (Cancela and Geys, 2016: 265).In particular, both the calculus of voting (Riker and Ordeshook, 1968) and the paradox of voting (Aldrich, 1993) have inspired research efforts to salvage the modeling of electoral participation by modifying

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https://www.britannica.com/biography/Jean-Bodin

[58] Jean Bodin | French Political Thinker | Britannica Jean Bodin (born 1530, Angers, France—died June 1596, Laon) was a French political philosopher whose exposition of the principles of stable government was widely influential in Europe at a time when medieval systems were giving way to centralized states. He is widely credited with introducing the concept of sovereignty into legal and political thought.

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sciencedirect

https://www.sciencedirect.com/science/article/pii/S026840122300110X

[88] Global techno-politics: A review of the current status and ... Given the above practical and theoretical considerations, the perspective of global techno-politics (hereinafter GTP) has received increasing attention from scholars and practitioners. In general, GTP relates to the intersection of technology and global politics, where political decisions and actions are shaped and influenced by technological advancements, and in turn, technology is shaped and

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mdpi

https://www.mdpi.com/2075-4698/15/4/75

[89] Technological Culture and Politics: Artificial Intelligence as ... - MDPI Technological developments with the rapid and significant advances related to artificial intelligence (AI) have generated a broad debate on political, social, and ethical impacts, raising important questions that require multidisciplinary analysis and investigation. One of the issues under discussion is whether the integration of AI in the political context represents a promising opportunity

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usip

https://www.usip.org/publications/2021/07/digital-technologys-evolving-role-politics-protest-and-repression

[90] Digital Technology's Evolving Role in Politics, Protest and Repression The rapid adoption of digital technologies has fundamentally changed global politics. During the Arab uprisings, experts heralded digital technologies as powerful tools for social change and liberation. A decade later — with global democracy in retreat — the script has flipped and authoritarian governments are on the offensive in deploying digital tools to monitor, track and control their

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politicalmarketer

https://politicalmarketer.com/the-future-of-data-analytics-in-politics/

[93] The Future of Data Analytics in Politics - Political Marketing Strategy ... As data collection methods become more sophisticated, so does our ability to glean insights from that data. Political campaigns will continue using these insights to target voters effectively and win elections. Data analytics will continue to play an essential role in politics. As data science evolves, so will the ways political organizations

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arxiv

https://arxiv.org/abs/2412.06864

[94] Political-LLM: Large Language Models in Political Science Change to arXiv's privacy policy The arXiv Privacy Policy has changed. arXiv:2412.06864 In recent years, large language models (LLMs) have been widely adopted in political science tasks such as election prediction, sentiment analysis, policy impact assessment, and misinformation detection. In this work, we--a multidisciplinary team of researchers spanning computer science and political science--present the first principled framework termed Political-LLM to advance the comprehensive understanding of integrating LLMs into computational political science. In particular, from the political science perspective, we highlight the role of LLMs in automating predictive and generative tasks, simulating behavior dynamics, and improving causal inference through tools like counterfactual generation; from a computational perspective, we introduce advancements in data preparation, fine-tuning, and evaluation methods for LLMs that are tailored to political contexts. Cite as: arXiv:2412.06864 [cs.CL] (or arXiv:2412.06864v1 [cs.CL] for this version)

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apsanet

https://apsanet.org/resources/for-the-public/what-is-political-science/

[122] What is Political Science? - American Political Science Association (APSA) Political science is the study of governments, public policies and political processes, systems, and political behavior. Political science subfields include political theory, political philosophy, political ideology, political economy, policy studies and analysis, comparative politics, international relations, and a host of related fields.

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medium

https://medium.com/@kastone1/4-subfields-of-political-science-82e6674b7ff7

[123] 4 Subfields of Political Science - Medium 4 Subfields of Political Science. 4 Subfields of Political Science | by K.A. Stone | Medium 4 Subfields of Political Science 4 Subfields of Political Science When we talk about these 4 subfields of political science, we will see how each of them helps us understand politics on different tiers, from the personal level to the international level. Among them, comparative politics is one of the 4 subfields of political science that concentrates on comparing political structures at cross-national levels. Create an account to read the full story. If you’re new to Medium, create a new account to read this story on us. Continue in app Write a response

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politicalscienceblog

https://politicalscienceblog.com/political-science-history-definition-scope-sub-fields-and-more/

[124] Political Science: History, Definition, Scope, Sub Fields and more - PSB The scope of Political Science is vast and covers a wide range of topics, from the study of political theory and the ideal form of government, to the study of public policy and the impact of politics on society. Public policy is a subfield of Political Science that deals with the development and implementation of government policies. The scope of Political Science is vast and covers a wide range of topics, from the study of political theory and the ideal form of government, to the study of public policy and the impact of politics on society. | NCERT Class 11 Political Science NCERT Class 6 Political Science NCERT Class 7 Political Science NCERT Class 8 Political Science IGNOU Political Science Solution

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https://polsci.institute/political-processes-institutions/different-types-of-electoral-systems/

[127] Understanding the Different Types of Electoral Systems Electoral systems, crucial for shaping political outcomes, are generally classified into three main categories: Majoritarian systems, Proportional Representation (PR) systems, and Mixed systems. Majoritarian systems, like the First-Past-the-Post (FPTP) method, typically benefit larger parties and can lead to disproportionate representation. PR systems aim to allocate seats in proportion to

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banotes

https://banotes.org/comparative-government-politics/different-types-of-electoral-systems/

[129] Understanding Different Types of Electoral Systems • BA Notes Inclusivity vs. Stability: While PR systems are more inclusive of different political perspectives, plurality/majority systems tend to produce more stable, single-party governments. Policy Impact: The electoral system can influence policy outcomes, with coalition governments potentially leading to more negotiated and moderate policies.

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umich

http://www-personal.umd.umich.edu/~osalomon/sample.pdf

[130] PDF underscored by research showing that electoral systems can influence public opinion, a factor known to affect policy making.1 Several studies have shown, for example, that electoral systems influence various elements of public opinion and behavior, including participation in elections, satisfaction with political institutions, the tendency to cast

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ijrar

https://ijrar.org/papers/IJRAR19D5431.pdf

[132] PDF Abstract: This study explores the influence of electoral systems on political stability, examining how different systems shape government formation, representation, and the overall dynamics of democratic institutions. In contrast, proportional representation (PR) systems allocate seats in proportion to the vote share of political parties, fostering multi-party competition and coalition governments. These systems range from majoritarian systems like First-Past-The-Post (FPTP), © 2015 IJRAR October 2015, Volume 2, Issue 4 www.ijrar.org (E-ISSN 2348-1269, P- ISSN 2349-5138) IJRAR19D5431 International Journal of Research and Analytical Reviews (IJRAR) 667 which favor single-party governments and decisiveness, to proportional representation (PR) systems, which emphasize broad representation of diverse political viewpoints and coalition building.

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polsci

https://polsci.institute/political-theory/contemporary-political-theory-themes-approaches/

[137] Contemporary Political Theory: Themes and Approaches Understanding Political TheoryPolitical theory provides the analytical tools to critically examine political ideas, ideologies, and institutions, fostering a deeper understanding of governance and power dynamics. Political TheoryPolitical Theory explores foundational questions about justice, power, authority, and the role of governments, offering frameworks to understand and critique political systems. Modern Political PhilosophyModern Political Philosophy explores the ideas and theories that have shaped contemporary political thought, focusing on concepts like democracy, justice, and individual rights. In this blog, we’ll explore the major themes and approaches of contemporary political theory and understand how it aims to solve pressing political problems through a comprehensive understanding of political concepts, principles, and institutions. For example, theories of distributive justice can inform debates on economic inequality and social welfare, while theories of democratic governance can guide the design of electoral systems and political institutions.

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politicaljar

https://politicaljar.com/political-theory/

[138] Political Theory - Political Jar Political Theory Political Theory Political Theory The roots of political theory stretch back to ancient civilizations, where thinkers sought to understand and articulate the principles of governance and social organization. Political theory addresses a wide range of concepts, each central to understanding governance and society. Democracy, as a system of government, has been a focal point of political theory. Political theory is a dynamic and multifaceted discipline that examines the fundamental principles of governance, power, and human behavior within society. From its ancient origins in Greece, China, and India to its modern evolution through diverse schools of thought, political theory has shaped our understanding of justice, liberty, and democracy.

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int-jecse

https://www.int-jecse.net/media/article_pdfs/POLITIC__3Political_Ideologies_in_the_Modern_Era.pdf

[139] PDF Overview of Political Ideologies Ideology Origins and Historical Development Core Principles and Values Criticisms and Challenges Impact on Modern Politics Liberalism Emerged in response to absolute monarchies; Enlightenment era Individual freedom, equality, limited state intervention Can lead to inequality and social injustice Influence on democratic institutions, human rights legislation Conservatism Reaction against French Revolution; Edmund Burke Tradition, order, stability, respect for authority Hinders progress and social justice; resistant to reforms Influence on social issues, cultural values, national identity Socialism Response to industrialization; Karl Marx, Friedrich Engels Social ownership, equitable distribution, social justice Inefficiency, lack of innovation, infringement on freedoms Influence on policies for reducing poverty, ensuring welfare International Journal of Early Childhood Special Education (INT-JECSE) DOI: 10.48047/intjecse/V10I2.45 ISSN: 1308-5581 Vol 10, Issue 02 2018 441 Fascism Emerged post-WWI; Benito Mussolini, Adolf Hitler Authoritarianism, nationalism, rejection of democracy and socialism Promotes violence, racism, totalitarianism Influence on far-right and nationalist movements, potential resurgence B.

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appgecet

https://www.appgecet.co.in/traditional-vs-modern-political-theory-exploring-the-evolution-of-political-thought/

[140] Traditional vs Modern Political Theory: Exploring the Evolution of ... While classical political theory, synonymous with traditional political theory, emerged in ancient times, modern political theory took shape as societies evolved and faced new challenges. From the theories of Plato and Aristotle to contemporary thinkers like John Rawls and Michel Foucault, the evolution of political thought has been profound.

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britannica

https://www.britannica.com/story/the-social-contract-and-philosophy

[152] The Social Contract and Philosophy | Britannica Ask the Chatbot Games & Quizzes History & Society Science & Tech Biographies Animals & Nature Geography & Travel Arts & Culture ProCon Money Videos The classic social-contract theorists of the 17th and 18th centuries—Thomas Hobbes (1588–1679), John Locke (1632–1704), and Jean-Jacques Rousseau (1712–78)—held that the social contract is the means by which civilized society, including government, arises from a historically or logically preexisting condition of stateless anarchy, or a “state of nature.” Because the state of nature is in certain respects unhappy or unsatisfactory or undesirable, or because increasingly complex social relations eventually require it, each person agrees to surrender some (or all) of his or her originally expansive rights and freedoms to a central authority on the condition that every other person does the same.

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stanford

https://plato.stanford.edu/archIves/fall2016/entries/contractarianism-contemporary/

[153] Contemporary Approaches to the Social Contract The traditional social contract views of Hobbes, Locke, and Rousseau crucially relied on the idea of consent. For Locke only "consent of Free-men" could make them members of government (Locke 1689, §117). Now in the hands of these theorists—and in much ordinary discourse—the idea of "consent" implies a normative power to bind oneself.

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berkeley

https://greatergood.berkeley.edu/article/item/how_inequality_keeps_people_from_voting

[172] How Inequality Keeps People from Voting - Greater Good Almost every study ever done of inequality and voting shows that economic deprivation and bad health reduce voter participation—and thus political power. In addition, Blacks, Latinos, and low-income voters are much more likely than whites to report transportation problems on voting day, as well as bad times and locations as reasons for not getting to the polls—often because of less-flexible work schedules and longer hours. The correlation becomes a vicious circle: Bad health causes individuals to be less likely to vote, which in turn may deprioritize equitable health policy, just as low-income voters don’t see their issues addressed—and this results in a dysfunctional health care system that has some of the worst outcomes in the developed world.

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frontiersin

https://www.frontiersin.org/journals/political-science/articles/10.3389/fpos.2023.1069468/full

[173] The impact of political ideology, knowledge and participation on ... The primary independent variables for this study are political ideology, political knowledge, and political participation. Political ideology was measured in two ways for robustness testing: recoding the 7-point ideology measure from "extreme liberal" to "extreme conservative" and the 7-point party-affiliation measure from "strong

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uchicago

https://www.journals.uchicago.edu/doi/full/10.1086/720513

[174] Political Ideology and Consumption: Perspectives and Effects The influence of political ideology is evident not only in how recent social events have been interpreted (e.g., the storming of the Capitol on January 6, the murder of George Floyd, etc.) but also in people's everyday nonpolitical behavior (e.g., their choice and purchases of consumer goods and other consumption-related activity).

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socialstudieshelp

https://socialstudieshelp.com/ap-government-and-politics/exploring-political-beliefs-and-voter-participation/

[175] Exploring Political Beliefs and Voter Participation The media, as a powerful tool, influences public opinion and political views, while peers provide a social context for discussing and forming political ideas. These influences contribute to the development of ideological orientations—sets of beliefs about the nature of a good society and how it should be achieved.

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journalistsresource

https://journalistsresource.org/politics-and-government/social-media-influence-politics-participation-engagement-meta-analysis/

[179] How does social media use influence political participation and civic ... How does social media use influence political participation and civic engagement? In an era when the public’s time and attention is increasingly directed toward platforms such as Facebook and Twitter, scholars are seeking to evaluate the still-emerging relationship between social media use and public engagement. The largest and perhaps best-known inquiry into this issue so far is a 2012 study published in the journal Nature, “A 61-Million-Person Experiment in Social Influence and Political Mobilization,” which suggested that messages on users’ Facebook feeds could significantly influence voting patterns. However, a 2015 metastudy in the journal Information, Communication & Society, “Social Media Use and Participation: A Meta-analysis of Current Research,” analyzes 36 studies on the relationship between SNS use and everything from civic engagement broadly speaking to tangible actions such as voting and protesting. The study’s key findings include: Among all of the factors examined, 82% showed a positive relationship between SNS use and some form of civic or political engagement or participation.

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politicalawareness

https://politicalawareness.org/the-role-of-social-media-in-modern-politics/

[180] The Role of Social Media in Modern Politics - Political Awareness The Role of Social Media in Modern Politics: - Political Awareness The Role of Social Media in Modern Politics: The Role of Social Media in Modern Politics: Exploring How Platforms Like Twitter and Facebook are Changing Political Discourse This article will delve into various dimensions of how social media impacts modern political landscapes, including accessibility, engagement, amplification of messages, and its broader implications on democracy. On the other hand, the influence of “digital oligarchs”—the owners of social media platforms—can be troubling, as these entities control access to information, shaping political agendas and public opinion in ways that may not align with democratic values. In conclusion, social media has become an integral component of modern political discourse, offering both opportunities and challenges.

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uchicago

https://www.journals.uchicago.edu/doi/10.1017/S0022381614000437

[182] Economic Discontent as a Mobilizer: Unemployment and Voter Turnout ... Published scholarship argues that a poor economy depresses voter participation in the United States. This troubling result suggests that incumbents are "underpenalized" for bad economic performance. We challenge this conclusion theoretically and empirically. Theoretically, we argue that a worsening economy has a disruptive effect that prods worried citizens to voice concern and seek

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jstor

https://www.jstor.org/stable/26551088

[183] Economic Downturns and Political Competition since the 1870s - JSTOR In other words, economic downturns make voters less likely to support the sorts of policies that are typically favored by left-wing and progressive-liberal parties.1 The opposite view can be called the swing-to-the-left hy-pothesis.Accordingtothisview,economicdownturnsincrease the demand for social spending and redistribution, and, con-

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oup

https://academic.oup.com/edited-volume/44007/chapter/371815627

[185] Race, Ethnicity, and Political Participation - Oxford Academic Abstract. This chapter provides recent data on group differences in voter turnout and political participation of African Americans, Latinos, and Asian Americans in the United States and discusses advances in our understanding of the processes (e.g., mobilization, legal reforms, experiences of minorities with the carceral state) and mechanisms (e.g., resources, group consciousness, identity

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springer

https://link.springer.com/chapter/10.1057/978-1-137-47523-7_3

[188] Community Contribution to Political Socialization: The Global is Local Given this, the community structure where youth live is an influential element of political socialization that is (at times) closely related to immediate family. This chapter discusses the political socialization elements of the community structure as they pertain to the living reality of youth.

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jstor

https://www.jstor.org/stable/2112881

[189] Education, Social Class, and Participation in Collective Action In this article, social class effects in the political socialization found in education are examined in relation to individual participation in collective action. It is proposed that the way school reinforces the family socialization of class position and the class-related structure of education produce a sense of political efficacy among middle-class students. An analysis of data from a

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wiley

https://compass.onlinelibrary.wiley.com/doi/abs/10.1111/soc4.12390

[190] Social Class and Political Engagement in the United States The relationship between class and political engagement in the United States is well-established: people with lower incomes, who have less education, or who work outside the professional and managerial occupations do less of all forms of political engagement. They vote less than better-off people, are less likely to give money to candidates, pay less attention to politics, and contact their

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springer

https://link.springer.com/article/10.1007/BF01123942

[191] Social class and political participation: A review and an explanation ... This paper reviews and explains the relationship between socioeconomic status and political participation from a structural perspective; i.e., social organization influences people's range of options, producing different rates of behavior among those in varying locations in the society. There are six categories of political participation: cognitive, expressive, organizational, electoral

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jgu

https://jgu.edu.in/blog/2024/02/20/what-is-international-relations/

[204] What is international relations? Definition, Scope, Importance & More International Relations is an interdisciplinary field that draws on economics, political science, sociology, anthropology, and history. It encompasses a wide range of subfields, including:

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worldjurisprudence

https://worldjurisprudence.com/role-of-economic-sanctions/

[209] The Role of Economic Sanctions in International Law Analysis Understanding Economic Sanctions. Economic sanctions are defined as political tools employed by countries or international organizations to influence the behavior of a target state or entity. These measures typically aim to coerce, deter, or punish by restricting access to economic resources, thereby impacting trade and investment.

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socialstudieshelp

https://socialstudieshelp.com/ap-government-and-politics/the-impact-of-sanctions-on-international-relations/

[210] The Impact of Sanctions on International Relations The primary goal of sanctions is to create enough economic pressure that a country is compelled to change its policies or behaviors. This strategic tool is central to international relations as it can alter diplomatic ties, escalate or de-escalate conflicts, and reshape political landscapes without the direct use of force. 2.

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ijrar

https://ijrar.org/papers/IJRAR19D6061.pdf

[214] PDF 2. Objectives of Sanctions Economic sanctions serve various objectives, which can influence their design and effectiveness. The primary goals are coercion, constraining, and signaling. Coercion: The primary objective of many economic sanctions is to coerce a target country into changing its behavior.

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questionai

https://www.questionai.ph/essays-eZPqPvJhAj8/peloponnesian-war-timeless-case-study-international

[217] The Peloponnesian War: A Timeless Case Study in International Relations ... The Peloponnesian War, a monumental conflict that raged between Athens and Sparta in ancient Greece, is a timeless case study in international relations. This war, which lasted from 431 to 404 BC, was not just a military confrontation but also a clash of ideologies, economies, and political systems.

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thisvsthat

https://thisvsthat.io/liberalism-vs-realism

[219] Liberalism vs. Realism - What's the Difference? | This vs. That Liberalism and Realism are two prominent schools of thought in international relations that offer contrasting perspectives on how states should interact with one another. Liberals believe that states can work together to achieve common goals and that international institutions can help facilitate cooperation. Realists view conflict as an inherent feature of the international system, driven by the competition for power and resources among states. In contrast, Liberals believe that conflict can be managed and resolved through diplomacy, negotiation, and international institutions. In conclusion, Liberalism and Realism offer distinct perspectives on the nature of the international system and the behavior of states within it. While Realism emphasizes power, competition, and self-interest, Liberalism focuses on cooperation, morality, and international institutions.

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polsci

https://polsci.institute/political-theory/globalisation-impact-state-sovereignty/

[229] Globalisation's Impact on State Sovereignty: Economic, Political, and ... Globalisation and the redefinition of state power 🔗. As we have seen, globalisation challenges traditional notions of state sovereignty by integrating national governance into broader, transnational frameworks. This transformation reflects the complexities of modern global politics and necessitates rethinking state power in several ways.

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researchgate

https://www.researchgate.net/publication/383038502_The_Impact_of_Globalization_on_State_Sovereignty

[230] The Impact of Globalization on State Sovereignty - ResearchGate Globalization has profoundly impacted the traditional concept of state sovereignty, reshaping the ways in which states exercise control over their economic, political, and cultural affairs.

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perlego

https://www.perlego.com/index/politics-international-relations/impact-of-globalisation-on-the-state

[231] Impact of Globalisation on the State - Perlego This has led to a shift in power dynamics, with non-state actors gaining influence. States now face challenges in regulating global economic activities and maintaining control over their domestic affairs, leading to debates about the impact of globalization on state authority and governance.

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polsci

https://polsci.institute/global-politics/globalisation-affects-state-sovereignty/

[232] How Globalisation Affects State Sovereignty • PolSci Institute Globalisation challenges state sovereignty by reducing the control states have over their economies and increasing the influence of non-state actors and transnational flows. Scholars like Kenichi Ohmae and David Held argue that globalisation leads to the rise of region-states, economic interdependence, and collective decision-making through international organizations. While sovereignty is

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ijfmr

https://www.ijfmr.com/papers/2024/2/16388.pdf

[233] PDF Even if globalization has improved economic growth and facilitated cross-cultural interchange, it has also created serious obstacles for national sovereignty as nations fight to keep control of their economy in a world that is becoming more interconnected. Approaches to Globalisation Globalization has significantly altered the economic, cultural, and political landscapes worldwide, impacting national sovereignty in various ways. While globalization offers numerous economic, cultural, and political benefits, it also poses challenges to national sovereignty. While some argue that globalization undermines national sovereignty by eroding the power of nation-states and increasing the influence of global institutions and corporations, others contend that globalization can actually enhance national sovereignty by providing countries with new opportunities for economic growth and development.

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campaigninginfo

https://campaigninginfo.com/realism-vs-liberalism-vs-constructivism/

[236] Realism vs Liberalism vs Constructivism: Key Differences Explained The main difference between Realism and Liberalism is that Realism sees international relations as a constant struggle for power among self-interested states in an anarchic system, while Liberalism emphasizes the potential for cooperation and the importance of international institutions, norms, and economic interdependence in fostering peace and stability. The main difference between Liberalism and Constructivism is that Liberalism focuses on the role of institutions, democracy, and economic cooperation in mitigating conflict, whereas Constructivism centers on the impact of ideas, norms, and social interactions in shaping state behavior and the international system. The main difference between Realism and Constructivism is that Realism emphasizes the pursuit of power and security in an anarchic international system, driven by self-interested states, while Constructivism highlights the role of social constructs, ideas, and interactions in defining state interests and the nature of international relations.

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jgu

https://jgu.edu.in/blog/2023/12/30/what-is-public-policy/

[249] What is Public Policy? Definition, Scope, Features, Types & More - The Blog Public Policy: Meaning, Scope, Features, Types, Importance & More What is Public Policy? What is Public Policy? Public policy is the framework of laws, regulations, and actions governments implement to achieve social and economic goals. After World War II, public policy became an established field of study, focusing on solving social, economic, and political problems. Public policy is a deliberate and systematic attempt to address various social, economic, and political issues that affect society. Types of Public Policy Scope of Public Policy in India Importance of Public Policy Significance of Public Policy Studying public policy offers many benefits, including the opportunity to create meaningful change, develop essential skills, and expand career opportunities. Posted In UncategorizedTagged In public policy Public Policy

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quizlet

https://quizlet.com/841083443/psci-2106-midterm-1-flash-cards/

[250] PSCI 2106 Midterm 1 Flashcards - Quizlet Purpose of Policymaking: Problem Solving: Public policy aims to address public problems, like ensuring clean and safe water access. Balancing Interests: It seeks to balance competing interests, such as economics, environment, and public health. Promoting Public Welfare: Public policy enhances public well-being by ensuring essential services, like safe water.

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hogonext

https://hogonext.com/how-to-balance-competing-interests-in-policy-development/

[251] How to Balance Competing Interests in Policy Development How to Balance Competing Interests in Policy Development - HogoNext How to Balance Competing Interests in Policy Development This comprehensive guide delves into the complexities of balancing competing interests in policy development, offering insights, strategies, and examples to help navigate this intricate landscape. Balancing competing interests in policy development requires a strategic approach that combines effective communication, collaboration, and compromise. When developing a policy on education reform, policymakers might make the policy development process transparent by holding public hearings, publishing draft policies online, and soliciting feedback from stakeholders. Balancing competing interests in policy development is not without its challenges. By employing effective strategies, overcoming challenges, and remaining committed to the principles of good governance, policymakers can develop policies that address the needs of diverse stakeholders and contribute to a more just and sustainable society.

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wiley

https://onlinelibrary.wiley.com/doi/full/10.1111/rego.12551

[253] Understanding patterns of stakeholder participation in public ... 1 Introduction. Stakeholder participation in the design and formulation of public policies is a landmark of and a widespread practice in modern systems of governance (OECD, 2022).Using various consultation instruments, policymakers invite stakeholders' inputs early in the policy process to gather policy-relevant information, identify the aggregate distribution of stakeholders' preferences, and

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nih

https://pmc.ncbi.nlm.nih.gov/articles/PMC10449002/

[255] Changing a Community: A Holistic View of the Fundamental Human Needs ... Changing a Community: A Holistic View of the Fundamental Human Needs and Their Public Health Impacts - PMC Understanding the nature of these efforts requires discussion of community engagement, examining community networks and their role in fostering cooperative action, enhancing public safety, and identifying the structures of involvement and pertinent routes for developing community land. Keywords: health promotion, community collective power, public health and safety, gentrification, community engagement Structures of involvement, therefore, refer to the varied routes people can employ when developing a community land expectation, and they comprise individual, collective, and institutional participation . Citizen-led accountability engagements can solidify collective efforts to address health inequality issues in a community system and foster better health system governance . https://academic.oup.com/cdj/article/57/2/213/5942920 Community Dev J.

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nih

https://pmc.ncbi.nlm.nih.gov/articles/PMC10094395/

[256] Addressing Health Disparities through Community Participation: A ... Addressing Health Disparities through Community Participation: A Scoping Review of Co-Creation in Public Health - PMC Conclusions: Co-created public health actions offer the opportunity to reduce health inequity and promote social change; yet, further effort is needed to involve communities in the entire cycle of decision making. The scoping review was carried out to answer the research question: “What methods have been used in co-created public health actions that incorporate the principle of equity, how does community or citizen participation tend to be articulated, and what effects on health and equity have been observed?”. Participatory methodology, equity focus, and community participation in 31 co-created public health actions reviewed. 24.Israel B.A., Schulz A.J., Parker E.A., Becker A.B. Review of Community-Based Research: Assessing Partnership Approaches to Improve Public Health.

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uppcsmagazine

https://uppcsmagazine.com/the-role-of-social-influence-in-public-administration/

[257] The Role of Social Influence in Public Administration Social influence plays a central role in public administration because governance is not carried out in a vacuum. Government officials, civil servants, and citizens all interact in a dynamic social environment where public opinion, societal norms, and group behavior can significantly impact decisions. 2. Forms of Social Influence in Public

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byarcadia

https://www.byarcadia.org/post/public-policy-101-an-overview-of-the-theories-of-the-policy-process

[261] Public Policy Series: An Overview of the Theories of the ... - Arcadia These are the Multiple Streams Approach (MSA), the Advocacy Coalition Framework (ACF), and the Narrative Policy Framework (NPF). The NPF is a comprehensive approach to studying public policy that aspires to capture the policy process at multiple levels of analysis, across time and within any context (Jones et al., 2022). At the meso-level, the goal is to understand how groups use policy narratives to try and influence public policy (e.g. Shanahan et al., 2013). A. (Eds.) The science of stories: Applications of the narrative policy framework in public policy analysis. A. (Eds.) The science of stories: Applications of the narrative policy framework in public policy analysis.

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cbpp

https://www.cbpp.org/research/poverty-and-inequality/the-nation-has-made-progress-against-poverty-but-policy-advances

[277] The Nation Has Made Progress Against Poverty But Policy Advances Are ... The good news is that strong research shows that reducing poverty and economic insecurity not only reduces near-term hardship but also generates lasting benefits. ... Past and present discrimination in both private markets and public policies left poverty rates in 2017 more than twice as high among Black (20.9 percent) and Latino (20.1 percent

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urban

https://www.urban.org/sites/default/files/publication/23921/412887-Consequences-of-Long-Term-Unemployment.PDF

[278] PDF Challenges to Measuring Effects of Long-Term Unemployment Long-term unemployment can plausibly affect individuals, families, and communities in direct ways. When individuals are out of work, their skills may erode through lack of use. That erosion or "depreciation of human capital" increases as time passes, meaning that the potential wages the

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epi

https://www.epi.org/publication/bp243/

[279] Economic scarring : The long-term impacts of the recession An evaluation of the recovery package should thus include the short-term boost to gross domestic product (GDP) and jobs; the long-term benefits of avoiding the scarring of a more severe recession; and the long-term interest costs of adding to the national debt (rather than the short-term fiscal impact). Long-run impacts: "Scarring"

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showmeinstitute

https://showmeinstitute.org/blog/state-and-local-government/unintended-consequences-when-well-meaning-policies-backfire/

[280] Unintended Consequences: When Well-Meaning Policies Backfire Unintended consequences abound in economic and social policies. Raising the Minimum Wage: The intention is to help low-income workers earn a living wage. In practice, however, higher labor costs often lead businesses to cut jobs, reduce hours, or replace workers with automation—hurting the very people the policy was meant to help.

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ebsco

https://www.ebsco.com/research-starters/economics/political-economy

[282] Political economy | EBSCO Research Starters Political economy also considers the role of government in shaping economic outcomes, with governments affecting markets through regulation and control over significant resources. ... Overview. Political economy is the study of how the fields of economics and political science influence each other. Up until the 1970s, political scientists and

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investopedia

https://www.investopedia.com/terms/p/political-economy.asp

[284] Political Economy Definition, History, and Applications - Investopedia Political economy may draw upon sociology, economics, and political science to define how government, an economic system, and politics influence each other. History and Development of Political

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bcg

https://www.bcg.com/publications/2021/what-governments-can-do-to-curb-inequality

[285] What Governments Can Do to Curb Inequality - Boston Consulting Group But even within regions, the impact of government policies varies. If we look specifically at the impact of pensions and social transfers on inequality, we find that the impact across Northern, Southern, and Western Europe was greater than the impact in Eastern Europe.

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sciencedirect

https://www.sciencedirect.com/science/article/abs/pii/S0164070423000472

[286] Effects of monetary and government spending policy on economic inequality There are various channels, both reinforcing and offsetting, through which monetary policy affects inequality. 3 A lower interest rate due to an expansionary policy, for instance, could raise business and financial income more relative to labor income, benefiting mostly high-income households (income composition channel).In addition, the increase in money supply redistributes wealth towards

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berkeley

https://belonging.berkeley.edu/six-policies-reduce-economic-inequality

[287] Six policies to reduce economic inequality | Othering & Belonging Institute Six policies to reduce economic inequality | Othering & Belonging Institute Public policy can help to reduce inequality and address poverty without slowing U.S. economic growth. Toward this goal, researchers from the Haas Institute for a Fair and Inclusive Society at UC Berkeley point to the following six evidence-based policy solutions that can have a positive effect on reversing rising inequality, closing economic disparities among subgroups and enhancing economic mobility for all: Investments in education, beginning in early childhood with programs like Head Start and Universal Pre-K, can increase economic mobility, contribute to increased productivity and decrease inequality. Each of these policies, if carefully implemented, has the potential to lift working families out of poverty, support greater economic mobility and/or reduce the growth of inequality.

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tandfonline

https://www.tandfonline.com/doi/full/10.1080/19439342.2015.1105847

[288] The impact of government policies on income inequality and the ... From a policy perspective, the initial distribution of income is something of a given; so, in the short to medium-term, the main way in which government policies affect the translation of growth into poverty reduction is by affecting the way in which the distribution of income changes alongside economic growth and the extent to which these

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springer

https://link.springer.com/article/10.1007/s11205-023-03168-9

[289] Income Inequality and Political Trust: Do Fairness ... - Springer Political trust—in terms of trust in political institutions—is an important precondition for the functioning and stability of democracy. One widely studied determinant of political trust is income inequality. While the empirical finding that societies with lower levels of income inequality have higher levels of trust is well established, the exact ways in which income inequality affects

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iaspoint

https://iaspoint.com/economic-inequality-and-political-influence-in-2025/

[290] Economic Inequality and Political Influence in 2025 | IASPOINT Answer Hints: 1. Discuss the relationship between economic inequality and political influence in contemporary society. Economic inequality often leads to unequal political influence, where the wealthy can shape policies to their advantage. Around 60% of surveyed adults attribute economic inequality to the political power held by affluent

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cambridge

https://www.cambridge.org/core/journals/perspectives-on-politics/article/economic-inequality-and-political-responsiveness-a-systematic-review/3364318C95A3D608048BA1800013C7E1

[292] Economic Inequality and Political Responsiveness: A Systematic Review In both the US and comparative studies, the two most severe forms of differential responsiveness (the severe and extreme pro-rich bias) are twice as likely to be found when the preferences of high- and low-income groups are included in the same statistical model. Differences in published results across policy domains are statistically insignificant (see table 1), but the distributions of probabilities shown in figure 7 suggest that studies observe greater differentials in responsiveness on economic issues when comparing the rich and the poor; the probability of observing the extreme pro-rich bias is especially high.

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worldpolicyhub

https://worldpolicyhub.com/exploring-big-datas-role-in-political-science/

[324] Exploring Big Data's Role in Political Science Key areas explored where big data is impacting political science include elections, governance, international relations, political psychology, public opinion, and language processing. While big data introduces previously unavailable perspectives, the necessity of contextualization and hermeneutic analysis is emphasized to maximize insights and avoid reductionism when applying big data approaches within political science. The interdisciplinary domain of computational social science leverages big data analytics to address core questions about social and political behavior . Computational social science offers unique possibilities for big data modeling of collective political behavior using social and behavioral data at enormous scope and scale Political science research increasingly uses natural language processing and machine learning techniques to systematically analyze big bodies of speech, text, and other verbal data .

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oxfordbibliographies

https://www.oxfordbibliographies.com/abstract/document/obo-9780199756223/obo-9780199756223-0232.xml

[325] Big Data in Political Science Research - Oxford Bibliographies In academic political science research, meanwhile, many methods of machine learning are taking off in order to allow scholars to answer more complicated questions and use more complicated data. A large body of research treats texts such as written records or floor speeches as data, again using clustering algorithms to determine common speech

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springer

https://link.springer.com/article/10.1007/s11135-022-01384-y

[328] Mixed research methods in political science and governance ... - Springer It is widely accepted that an appropriate combination of quantitative and qualitative methods provides a better understanding of research problems as opposed to using them separately. This mixed approach is trying to cover any gaps and weaknesses between the quantitative and qualitative research. Furthermore, triangulation is a common way to combine quantitative and qualitative approaches

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sagepub

https://journals.sagepub.com/doi/full/10.1177/16094069231217915

[330] Policy Feedback & Research Methods: How Qualitative Research Designs ... Qualitative inquiry with different populations in policy feedback will allow for more in-depth investigations that add nuance to the existing applications and generate new theoretical insights. Understanding experiences of marginalized groups with polices and how they engage deepens our understanding of policy feedback, where it occurs, why it

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polsci

https://polsci.institute/comparative-government-politics/utility-of-statistical-method-in-political-analysis/

[333] The Utility of Statistical Method in Comparative Political Analysis The statistical method uses quantifiable data to analyze relationships between variables, offering precise and visually effective representations of similarities and differences. This method allows for the study of multiple variables simultaneously, helping to identify long-term trends and patterns. However, it often requires qualitative analysis to provide comprehensive explanations of

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researchgate

https://www.researchgate.net/publication/359864210_Mixed_research_methods_in_political_science_and_governance_approaches_and_applications

[337] (PDF) Mixed research methods in political science and governance ... It is widely accepted that an appropriate combination of quantitative and qualitative methods provides a better understanding of research problems as opposed to using them separately.

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oxfordpoliticstrove

https://www.oxfordpoliticstrove.com/abstract/10.1093/hepl/9780198850298.001.0001/hepl-9780198850298-chapter-41

[338] Mixed Methods: Combination of Quantitative and Qualitative Research ... This chapter examines mixed-methods research, which is an approach that involves the integration of quantitative and qualitative methods at one or more stages of a research study. The central idea behind mixed-methods research is that the intentional combination of numeric-based methods with narrative-based methods can best provide answers to some research questions. The ongoing attempts to

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sagepub

https://journals.sagepub.com/doi/10.1177/14789299241265084

[344] The Use of Machine Learning Methods in Political Science: An In-Depth ... Jef de Slegte is a PhD researcher at the Data Analytics Lab in the Business Technology and Operations department at the Faculty of Social Sciences and Solvay Business School of the Vrije Universiteit Brussel. His research lies at the intersection of machine learning and political science. It examines how machine learning recasts how we measure and understand societal polarization and its

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opex90

https://www.opex90.com/blog/post/revolutionizing-political-data-analysis-with-machine-learning-in-2024

[345] Revolutionizing Political Data Analysis with Machine Learning ... - OpEx90 Explore how the integration of Machine Learning in political data analytics is reshaping the process and approach to political campaigns. ... Machine learning methods help to make data-driven decisions and predictions, such as identifying swing voters, determining the most effective election campaign messages, and forecasting election outcomes.

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sagepub

https://journals.sagepub.com/doi/10.1177/14789299241265084

[346] The Use of Machine Learning Methods in Political Science: An In-Depth ... Overall, we observed that political scientists have embraced machine learning as empirical method based on the increased use in the past 10 years. We found that the use of machine learning is the most prevalent in political communication and conflict and peace studies, and that topic modeling, support vector machine, and random forest are the

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nih

https://pmc.ncbi.nlm.nih.gov/articles/PMC9644900/

[348] Ethical considerations in the use of Machine Learning for research and ... Ethical considerations in the use of Machine Learning for research and statistics - PMC This paper, based upon new guidance created in collaboration with researchers from several national statistical institutes, explores the main ethical considerations associated with the use of machine learning techniques for aggregate statistics. Following an extensive literature review, alongside discussion and collaboration with a number of national statistical institutes, it was identified that there was a need for applied guidance on the use of machine learning for the production of official statistics by the international research and statistical community. Feedback was gathered from interested stakeholders, which found that whilst there were resources available to researchers relating to the ethical considerations of machine learning projects, these focus mainly on operational uses of machine learning, and furthermore, lacked advice on how to practically mitigate ethical issues that arise throughout the project lifecycle.

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researchgate

https://www.researchgate.net/publication/353819224_Privacy-Preserving_Machine_Learning_Methods_Challenges_and_Directions

[349] (PDF) Privacy-Preserving Machine Learning: Methods ... - ResearchGate The need for a vast volume of available data raises serious privacy concerns because of the risk of leakage of highly privacy-sensitive information and the evolving regulatory environments that

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springer

https://link.springer.com/article/10.1007/s43681-024-00588-2

[350] AI versus AI for democracy: exploring the potential of adversarial ... In this paper, we explore a novel approach by harnessing the potential of AI to enhance the privacy of social-media data. By leveraging adversarial machine learning, i.e., "AI versus AI," we aim to fool AI-generated user profiles to help users hold a stake in resisting political profiling and preserve the deliberative nature of their