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Advanced Concepts in Economics

Eric Van Dusen

This second course in the Data Science and Economics series is based on a Connector Course taught at UC Berkeley as a Connector between the field of Economics and the popular Introduction to Data Science Course.

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This second course in the Data Science and Economics series is based on a Connector Course taught at UC Berkeley as a Connector between the field of Economics and the popular Introduction to Data Science Course.

In this course we cover national productivity and cross-country historical comparisons, international development, income inequality, and constrained optimization.

This course is of interest to the growing number of students interested in the overlap between Economics and Data Science. The course has some more advanced programming challenges, including the cobb-douglas formulation for production and consumption.

Each of the applications follows a unique applied dataset to illustrate the concepts that are learned in intermediate economics courses. Concepts of utility and production functions are modeled within python mathematical formulations.

What you'll learn

  • Applied programming approaches
  • Cobb-Douglas production and consumption
  • Constrained optimization
  • Recovering a demand curve from a utility function
  • National production accounts
  • Randomized Controlled Trials
  • Lorenz Curve and Gini Coefficient
  • Income and Wealth Inequality
  • Inequality trends across time and across countries

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Develops skills in applying programming methods to economics
Teaches advanced concepts in economics, such as production and consumption, and constrained optimization using Python mathematical formulations
Examines income distribution and inequality, which are highly relevant to economic policy and social welfare

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Activities

Coming soon We're preparing activities for Advanced Concepts in Economics. These are activities you can do either before, during, or after a course.

Career center

Learners who complete Advanced Concepts in Economics will develop knowledge and skills that may be useful to these careers:
Economist
Economists research and analyze economic data to make predictions about the economy and develop policies to address economic issues. This course covers a wide range of economic concepts, such as national productivity, international development, and constrained optimization, which are all highly relevant to this role. Taking this course can help aspiring Economists to gain a deeper understanding of the economic forces that shape the world.
Data Scientist
Data Scientists use their knowledge of mathematics, statistics, and computer science to extract insights from data. This course covers a wide range of data science topics, including machine learning and data visualization, which are all highly relevant to this role. Taking this course may help aspiring Data Scientists to develop the skills they need to succeed in this role.
Statistician
Statisticians collect, analyze, and interpret data to provide insights for businesses and organizations. This course covers a wide range of statistical topics, including probability and regression analysis, which are all highly relevant to this role. Taking this course may help aspiring Statisticians to develop the skills they need to succeed in this role.
Quantitative Analyst
Quantitative Analysts use advanced mathematical and statistical techniques to analyze and interpret financial data. This course covers a wide range of topics, including constrained optimization and data modeling, which are all highly relevant to this role. Taking this course may help aspiring Quantitative Analysts to develop the skills they need to succeed in this role.
Risk Analyst
Risk Analysts identify and assess risks that businesses face. This course covers topics like constrained optimization and data modeling, which are essential for understanding and managing risks. Taking this course may help aspiring Risk Analysts to develop the skills they need to succeed in this role.
Researcher
Researchers conduct original research to advance knowledge in a particular field. This course covers topics like research design and data analysis, which are essential for research. Taking this course may help aspiring Researchers to develop the skills they need to succeed in this role.
Business Analyst
Business Analysts use their understanding of business processes and data to identify and solve business problems. This course covers topics like data analysis and process improvement, which are essential for business analysis. Taking this course may help aspiring Business Analysts to develop the skills they need to succeed in this role.
Operations Research Analyst
Operations Research Analysts use mathematical and analytical methods to improve the efficiency of business operations. This course covers topics like constrained optimization, which is essential for solving complex business problems. Taking this course may help aspiring Operations Research Analysts to develop the skills they need to succeed in this role.
Data Analyst
Data Analysts leverage methods from mathematics, statistics, and computer science to provide useful insights to businesses. This course can help aspiring Data Analysts to build a foundation in advanced economic concepts, such as national productivity, cross-country historical comparisons, and constrained optimization, which are all highly relevant to this role.
Policy Analyst
Policy Analysts research and analyze public policies to make recommendations to government officials. This course covers topics like public finance and economic development, which are essential for policy analysis. Taking this course may help aspiring Policy Analysts to develop the skills they need to succeed in this role.
Market Research Analyst
Market Research Analysts study market trends and consumer behavior to help businesses make informed decisions. This course covers topics like utility and production functions, which are essential for understanding consumer behavior. Taking this course may help aspiring Market Research Analysts to develop the skills they need to succeed in this role.
Software Engineer
Software Engineers design, develop, and maintain software applications. This course covers topics like programming and data modeling, which are essential for software development. Taking this course may help aspiring Software Engineers to develop the skills they need to succeed in this role.
Financial Analyst
Financial Analysts use their understanding of economics and finance to make recommendations on investments and other financial decisions. This course covers topics like productivity, income inequality, and constrained optimization, which are all highly relevant to this role. Taking this course may help aspiring Financial Analysts to gain a deeper understanding of the economic factors that influence financial markets.
Teacher
Teachers educate students at all levels, from elementary school to college. This course covers topics like lesson planning and classroom management, which are essential for teaching. Taking this course may help aspiring Teachers to develop the skills they need to succeed in this role.
Consultant
Consultants provide advice and guidance to businesses and organizations on a wide range of topics. This course covers topics like problem solving and communication, which are essential for consulting. Taking this course may help aspiring Consultants to develop the skills they need to succeed in this role.

Reading list

We've selected 11 books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Advanced Concepts in Economics.
This classic reference book provides a comprehensive and rigorous treatment of microeconomic theory. It valuable resource for students who want to develop a deep understanding of the subject.
Provides a comprehensive overview of the challenges faced by the poorest countries in the world, and proposes a number of policy solutions to address these challenges. It valuable resource for students who want to learn more about the economics of development.
Provides a comprehensive overview of the economic and political factors that have led to the success or failure of nations. It valuable resource for students who want to learn more about the causes of economic growth and development.
Provides a comprehensive overview of intermediate microeconomics, covering topics such as consumer theory, producer theory, and market equilibrium. It valuable resource for students who want to deepen their understanding of the concepts covered in the course.
Provides an advanced treatment of econometrics, covering topics such as time series analysis, panel data, and causal inference. It valuable resource for students who want to learn more about the latest econometric methods.
Provides a comprehensive introduction to causal inference, the statistical methods used to determine the causal effects of interventions. It valuable resource for students who want to learn how to use causal inference methods to answer causal questions.
Provides a comprehensive overview of the economics of inequality, covering topics such as the measurement of inequality, the causes of inequality, and the effects of inequality. It valuable resource for students who want to learn more about the economics of inequality.
Provides a comprehensive overview of global income inequality, covering topics such as the measurement of global inequality, the causes of global inequality, and the effects of global inequality. It valuable resource for students who want to learn more about the economics of global inequality.
Provides a comprehensive overview of the relationship between inequality and social outcomes, covering topics such as the effects of inequality on health, education, and crime. It valuable resource for students who want to learn more about the social consequences of inequality.
Provides an introduction to econometrics, the statistical methods used to analyze economic data. It valuable resource for students who want to learn how to use econometric methods to test economic theories.
Provides an overview of the mathematical tools used in economics, such as calculus, linear algebra, and probability theory. It valuable resource for students who want to improve their mathematical skills.

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