Table of Contents
Overview
Definition of Applied Economics
Applied economics is a branch of economics that applies economic theories and methodologies to real-world issues, aiding decision-making processes across various fields such as demographic, labor, business, and industrial organization. It also extends to agricultural, development, education, engineering, financial, health, monetary, public, and economic history.[2.1] The discipline focuses on making complex economic concepts accessible to stakeholders like business leaders and policymakers, thereby enhancing decision-making by evaluating costs, benefits, incentives, and human behavior.[3.1] It is instrumental in explaining market principles, helping managers avoid pitfalls and make informed decisions.[4.1] Applied economics serves as a crucial tool in business planning and public policy analysis, guiding individuals and organizations in achieving their objectives.[5.1] By understanding theories such as rational choice and game theory, it enhances decision-making in both professional and personal contexts, contributing to improved practices in business, public policy, and daily life.[6.1] [6.1] Moreover, applied economics is vital in shaping public policy and guiding business strategies, offering tools to address societal challenges.[14.1] It provides insights into the effects of policies like trade agreements and tariffs on global economic stability.[14.1] Thus, applied economics acts as a bridge between economic theory and its practical applications, facilitating informed decision-making across sectors.Importance in Various Fields
Applied economics plays a crucial role across various fields, particularly in addressing contemporary challenges such as big data, automation, and climate change. The integration of big data analytics into economics has the potential to significantly enhance economic outcomes. By utilizing predictive analytics, economists can improve the measurement and tracking of economic activities, thereby informing better policy decisions and business strategies.[11.1] The application of artificial intelligence in big data analysis is particularly noteworthy, as it is employed in diverse areas such as stock prediction, industry analysis, and climate change assessments.[10.1] Moreover, the relationship between technology and economics is evolving, with emerging technologies like blockchain and AI promising to create new markets and enhance productivity.[13.1] This evolution necessitates new analytic approaches to fully leverage big data in economic contexts, especially as traditional econometric methods may not perform as well with large datasets compared to machine learning techniques.[12.1] In the realm of labor economics, automation presents both challenges and opportunities. Research indicates that while automation can lead to job displacement and wage reductions in certain sectors, it also contributes to lower costs for goods and increased productivity.[18.1] The nuanced relationship between automation and economic performance highlights the importance of integrating behavioral economics insights into labor market policies to better account for the complexities of human behavior in economic decision-making.[20.1] Climate change represents another critical area where applied economics is essential. The uncertainties surrounding climate change necessitate robust economic theories to guide policy design.[23.1] Evaluating public policies related to climate change involves cost-benefit analyses and the exploration of various economic strategies, such as carbon taxes and cap-and-trade systems, to effectively manage greenhouse gas emissions.[25.1] The pressing nature of climate change as a policy issue underscores the need for economic frameworks that can address both immediate and long-term environmental challenges.[24.1]In this section:
History
Early Developments in Applied Economics
The early developments in applied economics can be traced back to the historical evolution of economic thought, where the application of economic theory to real-world problems has been a consistent endeavor among economists. Despite its significance, the field has often been overlooked by historians of economics, as noted by Roger Backhouse and Jeff Biddle, who remarked on a "tendency to neglect applied economics in writing the history of economic thought".[48.1] This neglect has led to a limited understanding of how applied economics has evolved and its relationship with core economic theories. The concept of applied economics has historically been fluid, with various interpretations emerging over time. Backhouse and Biddle highlighted that the meanings associated with applied economics have shifted throughout the twentieth century, indicating that these concepts are historically determined rather than fixed.[49.1] This dynamic nature of applied economics reflects the changing landscape of economic inquiry and its relevance to practical issues. In the context of economic history, applied economics has been enriched by policy-relevant material that can be adapted to address specific historical situations. This relationship has been explored in the context of applied history, which draws lessons from applied economics, although the outcomes have been mixed.[47.1] The engagement between applied economics and economic history has provided insights into the practical implications of economic theories, particularly in guiding macroeconomic policy.[50.1] The institutionalization of economic expertise, particularly in France, marked a significant turning point in the post-World War II era. This period saw the establishment of economic institutes and the development of a specialized economics language and tools, which facilitated the application of economic theories to real-world problems.[60.1] The transformation of economics during this time, particularly in the United States, was characterized by a shift towards applied economics, as evidenced by the proliferation of institutionalized applied fields from the mid-twentieth century onward.[51.1]In this section:
Recent Advancements
Emerging Trends in Applied Economic Research
Recent developments in applied economics have emphasized advancements in the calculation of standard errors and test statistics for statistical inference. While much of the focus over the past two decades has been on generating unbiased coefficients, recent years have seen a variety of advancements in correcting for non-standard standard errors.[90.1] These corrections are essential as they address challenges related to the biases present in standard errors, which can significantly affect the reliability of economic conclusions drawn from empirical studies. Standard errors are crucial for measuring the uncertainty in estimates of population parameters, highlighting the importance of accurate error correction in economic research.[117.1] Additionally, the integration of artificial intelligence (AI) into economic analysis has gained momentum, reflecting a broader trend towards utilizing advanced technologies in the field. A comprehensive review of literature spanning over three decades highlights the growing role of AI in influencing economic decisions made by individuals, firms, and government bodies.[94.1] This technological advancement not only facilitates more nuanced analyses but also supports the development of innovative economic models that can better capture complex real-world dynamics. The Agricultural & Applied Economics Association (AAEA) is a not-for-profit organization dedicated to serving the professional interests of its members, who work in agricultural and related fields of applied economics. Members of the AAEA are employed across various sectors, including academic institutions, government agencies, industry, and not-for-profit organizations, and they engage in a wide range of activities encompassing teaching and research.[92.1] Additionally, the International Conference on Applied Economics and Business (ICAEB) is held annually, providing a platform for the presentation of new advances and research results in applied economics and business. This conference plays a significant role in facilitating the practical and analytical application of economic concepts.[93.1] Moreover, applied economics has increasingly emphasized empirical research, with a notable shift towards impact evaluation methods that assess the effects of policies and programs on specific outcomes. This evidence-based approach has transformed how policymakers evaluate the effectiveness of existing programs, leading to more informed decision-making processes.[103.1] For instance, insights from behavioral economics have been utilized to design public health policies that effectively "nudge" individuals towards healthier behaviors, demonstrating the practical implications of recent theoretical advancements.[102.1]Technological Integration in Applied Economics
The integration of advanced statistical methods has significantly influenced applied economics, particularly in the realm of applied econometrics, which focuses on the practical application of these methods to economic data for testing theories, estimating relationships, and forecasting future trends.[104.1] This branch of econometrics combines economic theory with statistical techniques to analyze real-world economic problems, thereby providing insights that can inform policy decisions.[104.1] Furthermore, the advent of big data has revolutionized economic forecasting and policy-making by offering unprecedented access to vast amounts of information and sophisticated analytical tools.[105.1] This transformation is reshaping how economists predict economic trends and how policymakers design and implement effective strategies.[105.1] Big data enhances the accuracy of economic forecasts and enables more responsive and effective policy strategies, highlighting its critical role in the future of economics.[106.1] While challenges remain, the continuous evolution of technology and data practices holds great potential for advancing the field.[106.1] Moreover, the integration of AI into economic analysis signifies a paradigm shift in understanding and influencing economic environments. AI's capabilities extend from forecasting economic fluctuations to refining public policy, demonstrating its versatility and depth in applied economics.[109.1] The use of AI models, such as Generative AI and Large Language Models (LLMs), has expanded the scope of economic forecasting, leading to more precise predictions and a better understanding of market dynamics. These advanced algorithms can detect complex patterns in large datasets, enhancing the depth of insights that traditional econometric models often struggle to achieve.[111.1] Data analysis has become essential in modern economics, enabling researchers to study market trends and predict future outcomes through advanced technologies and analytical techniques.[112.1] The role of data analytics in policy-making is significant, as it provides the necessary insights that inform government policies and business strategies, ultimately shaping our understanding of economic trends.[113.1] In contemporary economics, data science models are crucial for analyzing complex relationships and informing policy decisions.[115.1] Furthermore, the application of advanced data science solutions, including machine learning and big data analytics, has demonstrated successful outcomes in extracting new knowledge from data, thereby enhancing the effectiveness of economic research.[114.1] Thus, the integration of technology and data practices holds great potential for the future of applied economics, reinforcing its relevance in addressing contemporary economic challenges.Applications In Business
Market Analysis and Strategic Decision-Making
Applied economics plays a crucial role in market analysis and strategic decision-making within businesses. By applying economic theories and principles to real-world situations, businesses can navigate complex market dynamics effectively. This application of economic insights helps organizations make informed decisions that align with their strategic goals and market conditions.[131.1] One of the key aspects of applied economics in business is its ability to analyze economic indicators, which are statistical data points that measure and assess a country's economic performance and future trends. These indicators are categorized into leading, lagging, and coincident indicators, each serving a distinct purpose in predicting or confirming economic trends.[137.1] For instance, leading indicators can signal upcoming changes in the economy 3-12 months in advance, allowing businesses to anticipate market shifts and adjust their strategies accordingly.[135.1] Moreover, effective economic forecasting is linked to improved business outcomes. Research indicates that companies that integrate economic forecasts into their strategic planning are 24% more likely to achieve successful outcomes.[133.1] This underscores the importance of utilizing economic indicators such as GDP, employment statistics, and price indices to gain essential insights into market conditions and financial opportunities.[134.1] To effectively integrate economic indicators into business strategy, companies must first establish a robust monitoring system to track these metrics and analyze their implications regularly. This proactive approach enables businesses to anticipate changes and adapt strategies swiftly.[136.1] Applied economics serves as a vital tool in business planning and public policy analysis, helping organizations choose the best means to achieve their goals. By understanding the economic incentives and compensating behaviors created by public policy, businesses can make informed decisions that impact real-world trends, such as job growth and migration, thereby avoiding unintended consequences.[129.1] Furthermore, applied economics bridges theory and practice, influencing public policy and business strategies, and providing essential insights for addressing complex societal challenges.[130.1]Applications In Public Policy
Economic Models in Policy Evaluation
Economic models play a crucial role in the evaluation of public policy by applying economic principles, theories, and models to analyze, predict, and assess the effects of various policies. This process involves a systematic approach to understanding how different policies can impact economic behavior and societal outcomes, thereby guiding decision-making in public governance.[176.1] The application of economic theories, such as the concepts of market failure, provides a foundational framework for evaluating public policy effectiveness. Analysts often utilize either a Pareto or Pigouvian analytical framework to assess the economic efficiency of market outcomes and to prescribe necessary government interventions.[178.1] These frameworks help in identifying situations where market mechanisms may fail to achieve optimal outcomes, thus necessitating policy action. Moreover, the dynamic relationship between economic theories and public policy underscores the importance of a multidisciplinary approach in addressing the complexities of modern governance. Economic theories not only inform the formulation and implementation of policies but also provide essential insights into the economic behaviors that policies aim to influence.[175.1] For instance, understanding the economic incentives created by public policy can significantly impact real-world trends, such as job growth and migration patterns, thereby enhancing the effectiveness of policy measures.[173.1] In addition, the political economy of economic policy illustrates how local political conditions can shape the response to economic crises, such as the 2007–08 financial crisis and the COVID-19 pandemic. This highlights the necessity of considering political feasibility alongside economic analysis when designing public policies.[177.1] Consequently, the interplay between economic models and public policy evaluation is vital for developing strategies that not only comply with regulations but also align with broader societal needs.[179.1]Case Studies of Policy Impact
Applied economics plays a crucial role in shaping public policy through empirical analysis and evidence-based decision-making. One significant area of impact is public health policy, where a growing body of literature has examined the use of evidence in policy-making. Studies have identified technical barriers and facilitators that influence the timely uptake of research findings, particularly in lower-income settings where international donor priorities can affect how health issues are researched and addressed.[195.1] This highlights the importance of aligning research with policy needs to ensure effective health interventions. Moreover, evidence-informed policymaking emphasizes that policy decisions should be guided by the best available research, following a systematic and transparent approach.[197.1] This model suggests that effective policy design and implementation are essential for socio-economic development, indicating that evidence use must be integrated at both stages to achieve equitable outcomes.[196.1] The Foundations for Evidence-Based Policymaking Act of 2018 in the United States exemplifies efforts to establish standards for integrating evidence into policy decisions, addressing the variability in how evidence is utilized across different contexts.[198.1] In the realm of business, public policy significantly influences operational strategies. For instance, changes in labor laws, workplace safety regulations, and tax policies can reshape how businesses operate and compete.[202.1] Understanding these policies allows businesses to adapt their strategies, mitigate risks, and seize opportunities, thereby fostering innovation in response to regulatory changes.[205.1] The dynamic nature of public policy necessitates that businesses remain informed and proactive in their engagement with policy developments to align their operations with evolving regulatory requirements.[205.1]In this section:
Methodological Approaches
Econometrics and Data Analysis
Applied economics is a field of study that employs various methodological approaches, including the use of economic theories, models, and data analysis, to understand and address real-world economic problems. This discipline aims to bridge the gap between theoretical economics and practical decision-making, ultimately enhancing the effectiveness of policies, business strategies, and individual decisions. By utilizing data-driven insights and rigorous analysis, applied economists can improve outcomes and inform policy decisions. The integration of empirical evidence with economic theories and data analysis is essential for addressing the complexities of real-world economic issues, thereby facilitating better decision-making in various contexts.[218.1] Data analysis in applied economics encompasses both quantitative and qualitative methods, allowing for a comprehensive understanding of economic phenomena. The integration of these methodologies is particularly beneficial, as it provides a balanced view that enriches strategic planning and decision-making processes within businesses.[225.1] For instance, combining quantitative data, such as numerical models, with qualitative insights can yield valuable information about consumer behaviors and preferences, which is essential for effective business strategies.[229.1] The evolution of economic methodologies has profoundly impacted how applied economists tackle pressing issues such as climate change and income inequality. Recent studies synthesize decades of research utilizing advanced methodologies and expanded datasets, revealing critical patterns, uncertainties, and disparities in the economic impacts of climate change. These findings offer valuable guidance for policy, particularly concerning the social cost of carbon (SCC) and adaptation strategies.[232.1] Economists employ various models, including Ricardian analysis and input-output accounting, to evaluate the economic impacts of changing land values, supply and demand, and commodity production resulting from climate change.[233.1] Furthermore, methodologies such as structural modeling, statistical modeling, and meta-analysis are essential for estimating the economic impacts of climate change, highlighting the need for a better understanding of the mechanisms behind divergent estimates of climate-driven global economic losses.[234.1]Qualitative Methods and Case Studies
Qualitative methods play a significant role in applied economics, particularly through the use of case studies. Case studies are a commonly employed methodological approach among business economists, especially when examining firms and organizational behavior. This method can utilize either qualitative or quantitative data, or a combination of both, making it a versatile research strategy.[220.1] In the context of applied economics, case studies allow researchers to delve deeply into specific phenomena, providing insights that might not be achievable through broader quantitative analyses. For instance, Boland and Caķir (2018) highlighted that case-study researchers often interpret their data using coding procedures, which can enhance the understanding of complex economic issues.[221.1] Furthermore, the flexibility of case studies is evident in their ability to segment data sets, allowing for a more nuanced analysis of various aspects of the studied phenomenon.[221.1] An illustrative example of the effectiveness of case studies in applied economics can be seen in a recent in-depth study conducted in the Information and Communication Technology (ICT) industry of New Zealand. This research adopted a multiple case studies approach over two years, demonstrating the challenges of investigating all facets of a phenomenon through a single case study.[222.1] This approach underscores the importance of selecting appropriate methodologies based on the specific economic problem at hand. It is crucial to note that case study research should not be conflated with qualitative research alone. Unlike qualitative research, which typically relies on direct observation and detailed narratives, case study research can incorporate a mix of both quantitative and qualitative data.[223.1] This distinction highlights the methodological diversity within applied economics and the importance of choosing the right approach to address specific research questions effectively.In this section:
Interdisciplinary Connections
Relationship with Other Economic Fields
Interdisciplinary connections in applied economics are increasingly recognized as essential for addressing complex economic issues that cannot be adequately understood through a singular disciplinary lens. This approach advocates for the integration of insights from various fields, such as political science, sociology, psychology, and environmental science, into economic analysis. For instance, the construction of infrastructure projects, like dams, necessitates knowledge spanning geography, geology, hydrology, engineering, architecture, and economics, highlighting the need for interdisciplinary collaboration.[255.1] Recent research has challenged the perception of economics as an insular discipline, suggesting that it has historically engaged with other social sciences and humanities.[258.1] This interdisciplinary engagement is particularly evident in fields such as behavioral economics, which incorporates psychological insights to explain deviations from traditional rational decision-making models. Behavioral economics examines how cognitive biases, emotions, and social influences affect economic choices, thereby providing a more nuanced understanding of consumer behavior and financial decision-making.[262.1] Moreover, interdisciplinary teaching in economics is gaining traction, with educators advocating for curricula that foster critical thinking and integrate knowledge from various disciplines. This pedagogical shift aims to equip students with the skills necessary to tackle "big think" questions and consider the moral and ethical dimensions of economic issues.[263.1] For example, courses that combine economics with environmental studies not only cover fundamental economic principles but also link these concepts to broader environmental challenges, thereby enriching students' understanding of the interconnectedness of these fields.[265.1]Influence on Social Sciences and Policy Studies
Interdisciplinary approaches in applied economics play a crucial role in influencing social sciences and policy studies by integrating various methodologies and perspectives to tackle complex societal challenges. For example, the course ECOS3997 focuses on defining policy problems and covers essential aspects of applied research, including theoretical concepts and quantitative methods, equipping students with the skills necessary to communicate effectively in an interdisciplinary context.[271.1] Additionally, a book series situated at the forefront of the interdisciplinary fields of applied economics and policy studies aims to consolidate scholarly insights related to economic development, infrastructure development, macroeconomic policy, and governance of welfare policy, among other relevant subfields.[273.1] This synthesis of knowledge enhances the understanding of policy-making processes, thereby contributing to more informed and effective policy development. One notable application of interdisciplinary methods is the use of Randomized Control Trials (RCTs) in development economics, which has been recognized for providing reliable answers to combat global poverty.[274.1] However, the effectiveness of interdisciplinary approaches can vary; for example, ecological economics attempts to merge insights from economics and ecology but often remains constrained by traditional economic frameworks, limiting its potential for impactful environmental solutions.[278.1] Successful case studies illustrate the tangible benefits of interdisciplinary collaboration. For instance, the Duke Climate Commitment, initiated in 2022, exemplifies how addressing climate change requires a multifaceted approach that intersects various societal dimensions.[280.1] Additionally, behavioral economics has emerged as a vital interdisciplinary tool in public health policy, demonstrating how insights from psychology can enhance the effectiveness of health interventions at minimal costs.[282.1] The establishment of dedicated teams, such as the U.K. Cabinet Office's Behavioural Insights Team and the U.S. White House Social and Behavioral Science Team, underscores the growing recognition of behavioral economics in shaping public policy.[283.1]References
[2] Applied economics - Wikipedia — 4.4.2 Applied Economics Applied economics As one of the two sets of fields of economics (the other set being the core), it is typically characterized by the application of the core, i.e. economic theory and econometrics to address practical issues in a range of fields including demographic economics, labour economics, business economics, industrial organization, agricultural economics, development economics, education economics, engineering economics, financial economics, health economics, monetary economics, public economics, and economic history. Applied Economics Applied Economics is a journal that interprets its subject area as "the application of economic analysis to specific problems in both the public and private sectors" and seeks to publish "quantitative studies, the results of which are of use in the practical field" and thus may help "bring economic theory nearer to reality"; Applied Economics is a leading peer-reviewed journal in economics and its practical applications. Applied economics
[3] Applied Economics - Meaning, Relevance, Example, How it Works? — Applied economics is the field of study that deals with applying economic theories in real-world scenarios. In the applied version of economics, the conclusions derived from the theoretical analysis are utilized to make complex economic terms and situations easy to understand for the information seekers or recipients.
[4] Applied Economics - Overview, Components, Importance — Applied economics is at the center of everything we do, and it is pivotal to explaining and conveying market principles. Business leaders and managers can draw on the lessons in applied economics in order to better avoid potential pitfalls and make stronger decisions as managers.
[5] Applied Economics: Insights, Impact, and Everyday Applications — Applied economics takes the theories and empirical studies derived from economic principles and applies them to real-world situations. The primary goal is to inform economic decisions and predict outcomes. By rigorously considering costs, benefits, incentives, and human behavior, applied economics seeks to enhance the quality of practices in business, public policy, and daily life.
[6] Applied Economics: Definition, How It Works, and How It's Used — Applied economics is a popular tool in business planning and for public policy analysis and evaluation. If economics is the science of studying how people use various, limited means available to them to achieve given ends, then applied economics is the tool to help choose the best means to reach those ends. Beyond finances, understanding the meaning of the economic theories of rational choice, game theory, or the findings of behavioral economics and evolutionary economics can help a person make better decisions and plan for success in their personal life and relationships. Applied economics can also help businesses make better decisions. Understanding the way the economic incentives and compensating behaviors created by public policy impact real-world trends in things like job growth, migration, and crime rates is critical to implementing effective policy and avoiding unintended consequences.
[10] Digital Economy Meets Artificial Intelligence: Forecasting Economic ... — Big data analysis methods based on artificial intelligence are widely applied in stocks analysis and prediction , industry analysis , capitalist economic development , climate warming , and program popularity prediction . Big data analysis can not only carry out scientific statistics, analysis, and prediction of our economy but also guide
[11] The Data Revolution and Economic Analysis - The University of Chicago ... — Executive Summary Many believe that "big data" will transform business, government, and other aspects of the economy. In this article we discuss how new data may impact economic policy and economic research. Large-scale administrative data sets and proprietary private sector data can greatly improve the way we measure, track, and describe economic activity. They can also enable novel
[12] IZA World of Labor - Big Data in economics — Examples include data collected by smart sensors in homes or aggregation of tweets on Twitter. In small data sets, traditional econometric methods tend to outperform more complex techniques. In large data sets, however, machine learning methods shine. New analytic approaches are needed to make the most of Big Data in economics.
[13] The Role of Technology in Economics - Economist Zone — The Future of Technology and Economics. The relationship between technology and economics will continue to evolve in the future. Emerging technologies, such as artificial intelligence and blockchain, promise to bring new opportunities and challenges. These technologies could further boost productivity and create new markets.
[14] Applied Economics: Concepts and Real-World Applications — Explore how applied economics bridges theory and practice, impacting public policy, business strategy, labor markets, and more. Its importance cannot be overstated; from shaping public policy to guiding business strategies, applied economics offers tools for addressing complex societal challenges. Public health initiatives also benefit significantly from applied economic analysis. Economists in this area analyze the trade-offs between economic growth and environmental preservation, providing insights that guide policy decisions. Economists in this field analyze trade policies, exchange rates, and international financial markets to understand their impact on global economic stability. By applying these theories, economists can assess the effects of trade agreements and tariffs, providing insights that help shape international economic policies.
[18] Automation's Impact on Economy: Goods Less Expensive, Productivity Up ... — This article explores the relationship between automation and economic indicators such as cost of goods, productivity, and wages. Numerous studies, including a paper by Acemoglu and Restrepo, suggest that while automation can reduce employment and wages in certain areas, it also leads to less expensive goods and increased productivity.
[20] Notes on behavioral economics and labor market policy — Labor market policies succeed or fail at least in part depending on how well they reflect or account for behavioral responses. Insights from behavioral economics, which allow for realistic deviations from standard economic assumptions about behavior, have consequences for the design and functioning of labor market policies. We review key implications of behavioral economics related to
[23] The Role of Economics in Climate Change Policy — The most important characteristic of climate change as a policy problem is uncertainty. From climatology to economics, uncertainties are pervasive, large and difficult to resolve. However, the economic theory of environmental policy under uncertainty provides a clear guide to the design of an appropriate policy.
[24] Ten facts about the economics of climate change and climate policy — These changes as well as projected future disruptions have prompted intense research into the nature of the problem and potential policy solutions. This document aims to summarize much of what is known about both, adopting an economic lens focused on how ambitious climate objectives can be achieved at the lowest possible cost. Notwithstanding the uncertainties, climate scientists have reached a strong consensus that in the absence of measures to reduce GHG emissions significantly, the changes in climate will be substantial, with long-lasting effects on many of Earth’s physical and biological systems. The physical changes described in the introduction will have substantial effects on the U.S. economy. Fact 10: Proposed U.S. carbon taxes would yield significant reductions in CO2 and environmental benefits in excess of the costs.
[25] PDF — Climate change is a pressing policy issue. Global action is required to effectively manage climate change. Policy responses are assessed through cost-benefit and cost-effectiveness analysis. Economic options in addressing GHG emissions are categorized by command-and-control, pigouviantaxation, and cap-and-trade. https://globalchange.mit.edu
[47] PDF — The field of economic history is full of policy-relevant material which can be adapted as pieces of applied history. Here again applied history can learn its lessons from applied economics, where there has been a long engagement with economic history, but with mixed results. It is this relationship on which we focus in the remainder of this essay.
[48] History of applied economics: now what? | Institute for New Economic ... — There is a "tendency to neglect applied economics in writing the history of economic thought," Roger Backhouse and Jeff Biddle remarked in 2000. They then followed the "applied" trail back into the XIXth and early XXth centuries, at a time the scope and nature of economics were debatted by continental and especially British political
[49] Toward a History of Applied Economics | Center for the History of ... — The Concept of Applied Economics "On the Concept of Applied Economics: Lessons from Cambridge Economics and the History of Growth Theories," by Flavio Comim (pp. 147-76). There are several concepts of applied economics, and they are historically determined rather than subjected to a fixed and stable relation between "pure" and "applied economics.
[50] Applied Economics and Public Policy - Cambridge University Press ... — It contains chapters which explore approaches to macroeconomic modelling analyses of corporate performance, new estimates of the evolution of incomes in the UK since the eighteenth century and assessments of the role of applied economics in guiding macroeconomic policy.
[51] History of applied economics: now what? | Institute for New Economic ... — Backhouse and Biddle finally suggested new directions for a history of applied economics, including the relations between economists working in government and business and economists in academia, the proliferation of institutionalized applied fields from the middle of the twentieth century, and the impact of economists and economic research on
[60] Economists at War: How World War II Changed Economics (and Vice Versa ... — A series of global economic crises and the rise of economics as an autonomous discipline led, by the end of World War II, to the institutionalization of economic expertise in France and the creation of economic institutes, an economics language, and specific economics tools.
[90] Recent Developments in Inference: Practicalities for Applied Economics — We provide a review of recent developments in the calculation of standard errors and test statistics for statistical inference. While much of the focus of the last two decades in economics has been on generating unbiased coefficients, recent years has seen a variety of advancements in correcting for non-standard standard errors. We synthesize these recent advances in addressing challenges to
[92] Difference-in-Difference: Recent Methodological Advances and Their ... — The Agricultural & Applied Economics Association (AAEA) is a not-for-profit association serving the professional interests of members working in agricultural and broadly related fields of applied economics. Members of the AAEA are employed by academic or government institutions, as well as in industry and not-for-profit organizations, and engage in a variety of teaching, research, and
[93] New Perspectives and Paradigms in Applied Economics and Business - Springer — ICAEB is held annually as a platform for the presentation of new advances and research results in the fields of applied economics and business. Applied economics is a way of dealing with esoteric economic concepts in a practical and analytical way.
[94] Artificial Intelligence in Economics Research: What Have We Learned ... — Motivated by the recent boom in artificial intelligence (AI) playing a significant role in the economics of individuals, firms, and government bodies, we investigate the role of AI in economics by reviewing the literature (2231 articles) during the last 34 years (1990 to November 2024).
[102] Strengthening the Use of Economics in Informing U.S. Public Health Policy — The article by Matjasko and colleagues 10 explains how incorporating insights from behavioral economics can be applied to "nudge" people into healthful behaviors, thereby improving effectiveness and efficiency of public health policy; the article also provides illustrative examples from the recent literature.
[103] Research trends: Policy impact evaluation: Future contributions from ... — Economic research has become more empirical (Hamermesh, 2013), and much of the shift has had to do with the widespread applications of impact evaluation (or IE) methods for measuring the potential effects of policies (or programs) on outcomes of interest, especially at the micro-level (Athey and Imbens, 2017, Angrist and Pischke, 2017).As a result, evidence-based policymaking has been taken as
[104] The Significance of Applied Econometrics in Economic Policy Evalu — Applied econometrics is a branch of econometrics that focuses on the practical application of statistical methods to economic data to test theories, estimate relationships and forecast future trends. It combines economic theory with statistical techniques to analyze real-world economic problems, providing insights that can inform policy
[105] The Impact of Big Data on Economic Forecasting and Policy Making — The advent of big data has revolutionized various fields, including economic forecasting and policy making, by offering unprecedented access to vast amounts of information and sophisticated analytical tools. This transformation is reshaping how economists predict economic trends and how policymakers design and implement effective strategies. Traditionally, economic forecasting relied on
[106] PDF — Big data is transforming economic forecasting and policy making by providing deeper insights, enhancing accuracy, and enabling more responsive and effective strategies. While challenges remain, the continuous evolution of technology and data practices holds great potential for the future of economics. KEYWORDS: impact, big data, forecasting, policy
[109] 10 ways AI is being used in Economics [2025] - DigitalDefynd — The integration of AI in economics represents more than just technological advancement; it signifies a paradigm shift in understanding and influencing economic environments. As we have explored, AI's capabilities range from forecasting economic fluctuations to refining public policy, demonstrating its versatility and depth.
[111] Artificial Intelligence in Economic Forecasting and Analysis — From traditional econometric models to more advanced AI models like Generative AI and Large Language Models (LLMs), the scope of AI in economic forecasting has expanded, leading to more precise predictions and a better understanding of market dynamics. AI in economic forecasting offers a more robust alternative to traditional econometric models. By utilizing advanced algorithms that detect complex patterns in large datasets, AI in economic forecasting enhances the depth of insights that traditional models struggle to achieve. This enhanced accuracy in AI in economic forecasting has enabled businesses to make data-driven decisions and helped central banks anticipate economic shifts, ultimately contributing to more stable financial markets. The Future of AI in Economic Forecasting and Analysis How is AI used in economic forecasting?
[112] The Role of Data Analysis in Modern Economics — In essence, data analysis has become indispensable in modern economics, enabling researchers to study market trends, predict future outcomes, and revolutionize economic research through advanced technologies and analytical techniques. Read: Top Financial Certifications to Boost Your Career Role of Data Analysis in Policy-Making Data analysis plays a crucial role in policy-making by providing
[113] The Role of Data in Economic Research Analysis — The Role of Data in Economic Research Analysis - Rosenberg Research The Role of Data in Economic Research Analysis At Rosenberg Research, we understand that detailed analysis of comprehensive datasets is crucial for providing nuanced global economic insights. In economic research and analysis, data sources are fundamental. Their data shapes our understanding of economic trends and informs government policies, business strategies, and academic research. Rosenberg Research’s commitment to data-driven insights aids in shaping policies that foster sustainable economic growth. Understanding the role of data in economic research is crucial for making informed decisions. At Rosenberg Research, we leverage comprehensive data analysis to provide unparalleled insights that help you navigate the complexities of the global economy.
[114] Data Science for Economics and Finance - Springer — This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data
[115] (PDF) Data Science for Economics and Finance: Methodologies and ... — In contemporary economics, data science models play a crucial role in analyzing complex relationships, predicting economic trends, and informing policy decisions.
[117] Nonstandard Errors - MENKVELD - 2024 - Wiley Online Library — Standard errors measure the uncertainty in estimates of population parameters. In science, evidence i... Skip to Article Content ... Nonstandard Errors. ALBERT J. MENKVELD, Corresponding Author. ALBERT J. MENKVELD [email protected] Correspondence: Albert J. Menkveld, School of Business and Economics, Vrije Universiteit Amsterdam, De Boelelaan
[129] Applied Economics: Definition, How It Works, and How It's Used — Applied economics is a popular tool in business planning and for public policy analysis and evaluation. If economics is the science of studying how people use various, limited means available to them to achieve given ends, then applied economics is the tool to help choose the best means to reach those ends. Beyond finances, understanding the meaning of the economic theories of rational choice, game theory, or the findings of behavioral economics and evolutionary economics can help a person make better decisions and plan for success in their personal life and relationships. Applied economics can also help businesses make better decisions. Understanding the way the economic incentives and compensating behaviors created by public policy impact real-world trends in things like job growth, migration, and crime rates is critical to implementing effective policy and avoiding unintended consequences.
[130] Applied Economics: Concepts and Real-World Applications — Explore how applied economics bridges theory and practice, impacting public policy, business strategy, labor markets, and more. Its importance cannot be overstated; from shaping public policy to guiding business strategies, applied economics offers tools for addressing complex societal challenges. Public health initiatives also benefit significantly from applied economic analysis. Economists in this area analyze the trade-offs between economic growth and environmental preservation, providing insights that guide policy decisions. Economists in this field analyze trade policies, exchange rates, and international financial markets to understand their impact on global economic stability. By applying these theories, economists can assess the effects of trade agreements and tariffs, providing insights that help shape international economic policies.
[131] Applied Economics - Overview, Components, Importance - Wall Street Oasis — Applied economics is the application of economic theories and principles to real-world situations and serves as the guiding force for decision-making processes in areas such as business, public policy, and daily life. Applied economics involves the practical application of economic theories to real-world situations and scenarios, guiding decision-making in various sectors, including business, public policy, and daily life. Applied economics, seen in examples like opportunity cost, healthcare, and law, brings real-world impact by offering insights for better decisions, policies, and understanding economic behaviors. Applied economics utilizes insights from economic theory and research to make informed decisions and address real-world situations or scenarios. By leveraging economic concepts like opportunity cost and supply-demand dynamics, applied economics enables informed decision-making and problem-solving, contributing to more efficient resource utilization and better outcomes.
[133] How to Use Macroeconomic Data for Strategic Business Decisions — Predicting future trends allows businesses to stay competitive and responsive to market shifts. Research shows that companies with effective economic forecasting are 24% more likely to achieve successful outcomes, highlighting the importance of integrating these forecasts into regular strategic planning.
[134] Interpreting Economic Data: A Guide to Market Analysis — Economic indicators like GDP, employment statistics, and price indices provide essential insights into market conditions and financial opportunities Common analysis techniques such as time series analysis, trend identification, and seasonal adjustments help extract meaningful insights from raw economic data Practical applications of economic data analysis range from government policy-making to business strategy development, impacting decisions across multiple sectors It’s important because it serves as the primary indicator of economic health and growth, helping businesses and investors understand market conditions and make informed decisions about investments, expansion plans, and resource allocation. Seasonal adjustments remove predictable annual patterns from economic data, making it easier to identify genuine trends and changes in economic conditions.
[135] Top 10 Economic Indicators: Understanding Market Signals & Financial ... — Economic indicators analyze specific data points to measure economic performance over time. I track these statistical metrics to evaluate current market conditions determine future economic trends. Leading vs. Lagging Indicators Leading indicators predict future economic events by signaling upcoming changes 3-12 months in advance.
[136] How Do Economic Indicators Like GDP, Unemployment, and Inflation Impact ... — Integrating Economic Indicators into Strategic Planning. To effectively integrate these economic indicators into business strategy, companies must first establish a robust monitoring system to track these metrics and analyze their implications regularly. This proactive approach enables businesses to anticipate changes and adapt strategies swiftly.
[137] Economic indicators and their impact on international business decisions — Economic indicators are statistical data points that help measure and assess a country's economic performance and future trends. They are categorized into leading, lagging, and coincident indicators based on their ability to predict, confirm, or follow economic trends. Key indicators include GDP (Gross Domestic Product), inflation rate, unemployment rate, consumer price index (CPI), interest
[173] Applied Economics: Definition, How It Works, and How It's Used — Applied economics is a popular tool in business planning and for public policy analysis and evaluation. If economics is the science of studying how people use various, limited means available to them to achieve given ends, then applied economics is the tool to help choose the best means to reach those ends. Beyond finances, understanding the meaning of the economic theories of rational choice, game theory, or the findings of behavioral economics and evolutionary economics can help a person make better decisions and plan for success in their personal life and relationships. Applied economics can also help businesses make better decisions. Understanding the way the economic incentives and compensating behaviors created by public policy impact real-world trends in things like job growth, migration, and crime rates is critical to implementing effective policy and avoiding unintended consequences.
[175] PDF — © 2018 IJRAR November 2018, Volume 5, Issue 4 www.ijrar.org (E-ISSN 2348-1269, P- ISSN 2349-5138) IJRAR19D6589 International Journal of Research and Analytical Reviews (IJRAR) 673 THE ROLE OF ECONOMIC THEORIES IN SHAPING PUBLIC POLICY *Dr. Hanumanthappa H, Assistant Professor of Economics, Govt. The dynamic relationship between economic theories and public policy reflects the complexities of modern governance, emphasizing the need for a multidisciplinary approach to address the challenges of an interconnected global economy. © 2018 IJRAR November 2018, Volume 5, Issue 4 www.ijrar.org (E-ISSN 2348-1269, P- ISSN 2349-5138) IJRAR19D6589 International Journal of Research and Analytical Reviews (IJRAR) 679 CONCLUSION: Economic theories are fundamental to the formulation and implementation of public policy, providing essential frameworks for understanding the complexities of economic behavior and societal needs.
[176] The Role of Economic Analysis in Public Policy Decision Making — Economic analysis in public policy decision-making involves the application of economic principles, theories, and models to analyze, predict, and evaluate the effects of various policies.
[177] The Political Economy of Economic Policy - IMF F&D — The Political Economy of Economic Policy - IMF F&D The Political Economy of Economic Policy العربية español français 日本語 русский 中文 Just as the policy response to the 2007–08 financial crisis varied from country to country in line with local political economy conditions, so national policy responses to the COVID-19 pandemic vary for health, economic, and political reasons. Political economists analyze the interests in play and how the institutions of society transmit and transform them into government policy. The policy that economic analysis indicates is best for the economy may not be politically feasible. العربية español français 日本語 русский 中文 العربية español français 日本語 русский 中文 العربية español français 日本語 русский 中文 العربية español français 日本語 русский 中文
[178] PDF — Conventional economic analysis of public policy has been traditionally conducted in the conceptual context of the theory of market failure. Either a paretian or pigouvian analytical framework enabled analysts to assess the economic efficiency of market outcomes, and prescribe appropriate government intervention where necessary.
[179] The Impact of Public Policy on Business Strategy — Digicrusader: AI Marketplace and Digital Tools Coach The Impact of Public Policy on Business Strategy As companies strive to remain competitive, understanding the implications of public policy on business strategy is essential for leaders, entrepreneurs, and employees alike. Labor laws, workplace safety regulations, and employee rights are all governed by public policy, and businesses must comply with these regulations to create a safe and fair work environment. All in all, public policy has a profound impact on various aspects of business strategy, from leadership and entrepreneurship to employee engagement and development. By understanding and navigating the complexities of public policy, businesses can develop strategies that comply with regulations and capitalize on policy-driven opportunities. Digicrusader: AI Marketplace and Digital Tools Coach The Impact of Public Policy on Business Strategy
[195] Political and Institutional Influences on the Use of Evidence in Public ... — In this context, a growing body of literature has begun to study the use of evidence in public health policy-making through empirical and conceptual analyses, attempting to identify technical barriers and facilitators that may influence the timely uptake of research findings , . In addition to information on the study characteristics (e.g. methodological approach, data sources, country focus, health issues), relevant findings were identified and analysed according to three research questions derived from political studies theories and designed to address the gaps identified above in the existing literature on evidence to policy processes: Several studies from lower-income settings noted that when a health issue is particularly important to international donors, this too can impact on the use of evidence, including the ways in which research is prioritised and conducted, and how findings are interpreted and used to inform policy decisions.
[196] Protocol: What works to increase the use of evidence for policy ... — Lastly, evidence use for policy decision‐making can occur at two stages: first, at the policy design stage and, second, at the policy implementation stage. For evidence use to influence socio‐economic development, both policy design and implementation have to be effective and equitable. Where possible, we will code evidence use outcomes for
[197] An integrated framework to guide evidence-informed public health ... — Evidence-informed policymaking emphasizes that policy decisions should be informed by the best available evidence from research and follow a systematic and transparent approach. For public health policymaking we can learn from existing practices of transparent, evidence-informed decision-making for …
[198] Standards for evidence in policy decision-making — The absence of a common standard for identifying, defining, or integrating evidence into policy decisions, however, has resulted in substantial variability in how advanced these processes are. With the Foundations for Evidence-Based Policymaking Act of 2018 now law in the United States, establishing such standards has immediate value.
[202] The Impact of Public Policy on Business Strategy — Digicrusader: AI Marketplace and Digital Tools Coach The Impact of Public Policy on Business Strategy As companies strive to remain competitive, understanding the implications of public policy on business strategy is essential for leaders, entrepreneurs, and employees alike. Labor laws, workplace safety regulations, and employee rights are all governed by public policy, and businesses must comply with these regulations to create a safe and fair work environment. All in all, public policy has a profound impact on various aspects of business strategy, from leadership and entrepreneurship to employee engagement and development. By understanding and navigating the complexities of public policy, businesses can develop strategies that comply with regulations and capitalize on policy-driven opportunities. Digicrusader: AI Marketplace and Digital Tools Coach The Impact of Public Policy on Business Strategy
[205] The Impact of Public Policy on Business Innovation and Growth — Adopting a proactive approach to policy engagement can help businesses anticipate changes, influence policy decisions, and align their strategies with evolving regulatory requirements. Public policy significantly impacts business innovation and growth by shaping the regulatory environment in which businesses operate.
[218] What is applied economics? - California Learning Resource Network — What is applied economics? What is applied economics? Applied economics is a field of study that uses economic theories, models, and data analysis to understand and solve real-world economic problems. In essence, applied economics is the application of economic theories and models to understand the complexities of real-world economic issues, with the goal of making better decisions. Better decision-making: By using data-driven insights and rigorous analysis, applied economics can improve the effectiveness of policies, business strategies, and individual decisions. In conclusion, applied economics is a vital field that bridges the gap between theoretical economics and practical decision-making. By combining economic theories, data analysis, and empirical evidence, applied economists help address real-world economic issues, inform policy decisions, and improve individual outcomes.
[220] Case Study as a Methodological Approach - methods.sagepub.com — Case Study as a Methodological Approach. Edited by: Albert J. Mills, Gabrielle Durepos & ... A case study is a commonly used method among business economists studying firms and organizational behavior. It can be seen as a special research strategy and approach that can use either qualitative or quantitative data, or even combinations of them
[221] PDF — Boland and Caķir (2018) summarized the role of teaching or decision case studies published in Applied Economics ... approach), or they may use several methods (multimethod approach). Case-study researchers typically interpret their data through coding procedures. If the data set is not studied as a single set of data, the data can be segmented
[222] Case Study Method: A Step-by-Step Guide for Business Researchers — The authors have recently conducted an in-depth case study in the Information and Communication Technology (ICT) industry of New Zealand. A multiple case studies approach was adopted that spanned over 2 years, as it is difficult to investigate all the aspects of a phenomenon in a single case study (Cruzes, Dybå, Runeson, & Höst, 2015). The
[223] PDF — Case study research strategy should not be confused with qualitative research . Different from qualitative research, case study research can be based on any mix of quantitative and qualitative data. Moreover, it is not mandatory for case studies to use direct and detailed observation as a data source.
[225] The Benefits of Combining Qualitative and Quantitative Research for ... — By combining qualitative and quantitative research methods, consultants can unlock a holistic view that drives client success. ... Enhanced Decision-Making Combining these methods ensures decisions are backed by robust data and enriched by context. This dual approach enables consultants to craft strategies that are both practical and relevant
[229] Mixed-Method Research in Economics: Combining Qualitative and ... — In economic research, the complexity of real-world phenomena often requires a combination of both quantitative and qualitative approaches. Mixed-method research in economics refers to the integration of these two methodologies to provide a more comprehensive understanding of economic issues. By combining quantitative data—such as numerical and statistical models—with qualitative insights
[232] A Meta-Analysis of the Total Economic Impact of Climate Change — The study synthesizes decades of research using advanced methodologies and an expanded dataset. Its findings highlight critical patterns, uncertainties, and disparities in the economic impacts of climate change, providing valuable guidance for policy, particularly regarding the social cost of carbon (SCC) and adaptation strategies.
[233] Methodologies and Tools to Evaluate Climate Change Impacts and ... - UNFCCC — The economic models (e.g., Ricardian analysis and input-output accounting) assist the user in evaluating the economic impacts of changing land values, supply and demand, and commodity production resulting from climate change. There are substantially more agricultural sector tools than there are tools in other sectors.
[234] Projecting and reducing the global economic impacts of climate change — Projecting and reducing the global economic impacts of climate change | MIT Climate Portal In a study appearing in Nature Climate Change, the team compares three common methods for estimating economic impacts of climate change: structural modeling, in which the climate change-economy relationship is specified for different impact categories ranging from temperature-related mortality to agricultural productivity; statistical modeling, in which historical data and statistical methods are used to directly estimate how the global economy evolves with climate change; and meta-analysis, which derives the climate change-economy relationship from structural and statistical estimates. “There is a clear need for better understanding of the mechanisms behind widely divergent estimates of climate-driven global economic losses, and more comprehensive representation of their drivers in estimation methods,” says MIT CS3 and MITEI Principal Research Scientist Jennifer Morris, the study’s lead author.
[255] 7 Benefits of Interdisciplinary Approach to Research — An interdisciplinary approach to research is crucial for addressing complex problems that cannot be adequately addressed by a single discipline alone. ... like the construction of a dam, one requires knowledge of geography, geology, hydrology, engineering, architecture, and economics. There are numerous international journals that have taken
[258] The Interdisciplinarity of Economics - SSRN — Abstract. Economics has the reputation to be an insular discipline with little consideration for other social sciences and humanities (SSH). New research [Angrist et al, 2020, JEL] challenges this perception of economics: the perception would be historically inaccurate and especially at odds with the recent interdisciplinarity of economics.
[262] PDF — Behavioral economics challenges the traditional assumption of rational decision-making in economic theory by incorporating insights from psychology into models of human behavior. This article explores how psychological factors, such as cognitive biases, heuristics, emotions, and social influences, shape economic decisions.
[263] Using Interdisciplinary Teaching in Economics — Using Interdisciplinary Teaching in Economics Using Interdisciplinary Teaching in Economics Why Use Interdisciplinary Teaching in Economics? Economics Teaching is Now More Interdisciplinary They assert that economics courses should help students develop their capacity to think critically, integrate insights from the full range of courses they have taken across the curriculum, explore "big think" questions, and account for moral and ethical dimensions of issues – the fundamental features of interdisciplinary learning. In their view, as scholarship in economics that draws on ideas from related disciplines becomes commonplace more economics educators will teach in an interdisciplinary fashion. Using Interdisciplinary Teaching in Economics
[265] PDF — This approach incorporates introductory economics concepts into an interdisciplinary class that includes three disciplines focused on a central theme. In this course, called environmental perspectives, the economics section covered the principles of microeconomics, the fundamentals of environmental economics, and linked these applications to
[271] Unit - The University of Sydney — ECOS3997: Interdisciplinary Impact in Economics. 2025 unit information. ... Initially, a policy problem will be defined. Lectures will cover the nature of applied research, appropriate theoretical concepts, quantitative methods, and communication. Students will develop skills to communicate their knowledge gained in an interdisciplinary context.
[273] PDF — Situated at the forefront of the interdisciplinary fields of applied economics and policy studies, this book series seeks to bring together the scholarly insights centering on economic
[274] Interdisciplinarity and the future of development studies after the ... — 2 The Royal Swedish Academy of Sciences (2019) motivated the choice with the argument that the three recipients had "introduced a new approach to obtaining reliable answers about the best ways to fight global poverty". The reference here is especially to the application to development economics of Randomized Control Trials (RCTs), an experimental method to evaluate the impact of policy
[278] Environmental economics and ecological economics: the contribution of ... — Ecological economics seeks to incorporate the research of economists, ecologists, philosophers and social scientists, however its influence seems to be have been limited to areas in which it retains the standard economics framework, and this limits its effectiveness in terms of environmental solutions.
[280] The Importance of Interdisciplinary Collaboration in Climate Change — One of the most illustrative examples of this interdisciplinary approach is the Duke Climate Commitment, initiated in September 2022. This program embodies the recognition that climate change is not merely an environmental issue but a multifaceted crisis that intersects with various aspects of society.
[282] Applying Behavioral Economics to Public Health Policy: Illustrative ... — This commentary provides examples from the literature and recent government initiatives that incorporate concepts from behavioral economics in order to improve health, decision making, and government efficiency. The examples highlight the potential for behavioral economics to improve the effectiveness of public health policy at low cost.
[283] Applying Behavioral Economics to Public Health Policy — In 2010, the U.K. Cabinet Office created the Behavioural Insights Team (BIT) dedicated explicitly to such work.3–5 In 2014, the U.S. government created the White House Social and Behavioral Science Team.6 Both of these organizations have been referred to as “nudge” units; nudge was defined by Richard Thaler and Cass Sunstein7(p6) in their book of the same name as “any aspect of the choice architecture that alters people’s behavior in a predictable way without forbidding any options or significantly changing their economic incentives.” The use of behavioral economics is spreading beyond these individual units and influencing policy throughout government.