Experimetrics

Last updated

Experimetrics comprises the body of econometric techniques that are customized to experimental applications.

The word Experimetrics first appeared in the Economics literature in Camerer (2003, p.42) [1] . A fairly wide range of techniques are called on in the analysis of experimental data, varying from simple treatment testing, to complex multi-equation structural models requiring fairly advanced estimation techniques.

Experimetrics refers to the application of econometrics to economics experiments. [2] Experimetrics refers to formal procedures used in designed investigations of economic hypotheses. [3]

One branch of experimetrics uses experiments to evaluate the performance of econometric estimators [4]

In short, experimetrics is the field of study that lies at the intersection of experimental economics and econometrics. It refers to a broad swath of the economics literature, and encompasses both the theoretical and statistical basis of econometrics, as well as the methodology of the experimental method.

Related Research Articles

Econometrics is an application of statistical methods to economic data in order to give empirical content to economic relationships. More precisely, it is "the quantitative analysis of actual economic phenomena based on the concurrent development of theory and observation, related by appropriate methods of inference". An introductory economics textbook describes econometrics as allowing economists "to sift through mountains of data to extract simple relationships". Jan Tinbergen is one of the two founding fathers of econometrics. The other, Ragnar Frisch, also coined the term in the sense in which it is used today.

Game theory is the study of mathematical models of strategic interactions among rational agents. It has applications in all fields of social science, as well as in logic, systems science and computer science. The concepts of game theory are used extensively in economics as well. The traditional methods of game theory addressed two-person zero-sum games, in which each participant's gains or losses are exactly balanced by the losses and gains of other participants. In the 21st century, the advanced game theories apply to a wider range of behavioral relations; it is now an umbrella term for the science of logical decision making in humans, animals, as well as computers.

<span class="mw-page-title-main">Vernon L. Smith</span> American economist and Nobel laureate (born 1927)

Vernon Lomax Smith is an American economist and professor of business economics and law at Chapman University. He was formerly a professor of economics at the University of Arizona, professor of economics and law at George Mason University, and a board member of the Mercatus Center. Along with Daniel Kahneman, Smith shared the 2002 Nobel Memorial Prize in Economic Sciences for his contributions to behavioral economics and his work in the field of experimental economics. He worked to establish 'laboratory experiments as a tool in empirical economic analysis, especially in the study of alternative market mechanisms'.

<span class="mw-page-title-main">Behavioral economics</span> Academic discipline

Behavioral economics studies the effects of psychological, cognitive, emotional, cultural and social factors in the decisions of individuals or institutions, and how these decisions deviate from those implied by classical economic theory.

<span class="mw-page-title-main">Competition</span> Rivalry where multiple parties strive for a goal which cannot be shared

Competition is a rivalry where two or more parties strive for a common goal which cannot be shared: where one's gain is the other's loss. Competition can arise between entities such as organisms, individuals, economic and social groups, etc. The rivalry can be over attainment of any exclusive goal, including recognition.

Experimental economics is the application of experimental methods to study economic questions. Data collected in experiments are used to estimate effect size, test the validity of economic theories, and illuminate market mechanisms. Economic experiments usually use cash to motivate subjects, in order to mimic real-world incentives. Experiments are used to help understand how and why markets and other exchange systems function as they do. Experimental economics have also expanded to understand institutions and the law.

Colin Farrell Camerer is an American behavioral economist, and Robert Kirby Professor of Behavioral Finance and Economics at the California Institute of Technology (Caltech).

<span class="mw-page-title-main">Field experiment</span>

Field experiments are experiments carried out outside of laboratory settings.

Information economics or the economics of information is the branch of microeconomics that studies how information and information systems affect an economy and economic decisions.

Computational Economics is an interdisciplinary research discipline that involves computer science, economics, and management science. This subject encompasses computational modeling of economic systems. Some of these areas are unique, while others established areas of economics by allowing robust data analytics and solutions of problems that would be arduous to research without computers and associated numerical methods.

The dictator game is a popular experimental instrument in social psychology and economics, a derivative of the ultimatum game. The term "game" is a misnomer because it captures a decision by a single player: to send money to another or not. Thus, the dictator has the most power and holds the preferred position in this “game.” Although the “dictator” has the most power and presents a take it or leave it offer, the game has mixed results based on different behavioral attributes. The results – where most "dictators" choose to send money – evidence the role of fairness and norms in economic behavior, and undermine the assumption of narrow self-interest when given the opportunity to maximise one's own profits.

Personnel economics has been defined as "the application of economic and mathematical approaches and econometric and statistical methods to traditional questions in human resources management". It is an area of applied micro labor economics, but there are a few key distinctions. One distinction, not always clearcut, is that studies in personnel economics deal with the personnel management within firms, and thus internal labor markets, while those in labor economics deal with labor markets as such, whether external or internal. In addition, personnel economics deals with issues related to both managerial-supervisory and non-supervisory workers.

Economic methodology is the study of methods, especially the scientific method, in relation to economics, including principles underlying economic reasoning. In contemporary English, 'methodology' may reference theoretical or systematic aspects of a method. Philosophy and economics also takes up methodology at the intersection of the two subjects.

Sir David Forbes Hendry, FBA CStat is a British econometrician, currently a professor of economics and from 2001 to 2007 was head of the economics department at the University of Oxford. He is also a professorial fellow at Nuffield College, Oxford.

The Heckman correction is a statistical technique to correct bias from non-randomly selected samples or otherwise incidentally truncated dependent variables, a pervasive issue in quantitative social sciences when using observational data. Conceptually, this is achieved by explicitly modelling the individual sampling probability of each observation together with the conditional expectation of the dependent variable. The resulting likelihood function is mathematically similar to the tobit model for censored dependent variables, a connection first drawn by James Heckman in 1974. Heckman also developed a two-step control function approach to estimate this model, which avoids the computational burden of having to estimate both equations jointly, albeit at the cost of inefficiency. Heckman received the Nobel Memorial Prize in Economic Sciences in 2000 for his work in this field.

Mathematical economics is the application of mathematical methods to represent theories and analyze problems in economics. Often, these applied methods are beyond simple geometry, and may include differential and integral calculus, difference and differential equations, matrix algebra, mathematical programming, or other computational methods. Proponents of this approach claim that it allows the formulation of theoretical relationships with rigor, generality, and simplicity.

The methodology of econometrics is the study of the range of differing approaches to undertaking econometric analysis.

<span class="mw-page-title-main">Michael Keane (economist)</span> American/Australian economist (born 1961)

Michael Patrick Keane is an American-born economist; he is the Polk Carey Distinguished Professor at Johns Hopkins University. Keane was previously a professor at the University of New South Wales and the Nuffield Professor of Economics at the University of Oxford. He is considered one of the world's leading experts in the fields of Choice Modelling, structural modelling, simulation estimation, and panel data econometrics.

Behavioral game theory seeks to examine how people's strategic decision-making behavior is shaped by social preferences, social utility and other psychological factors. Behavioral game theory analyzes interactive strategic decisions and behavior using the methods of game theory, experimental economics, and experimental psychology. Experiments include testing deviations from typical simplifications of economic theory such as the independence axiom and neglect of altruism, fairness, and framing effects. As a research program, the subject is a development of the last three decades.

Petra Elisabeth (Crockett) Todd is an American economist whose research interests include labor economics, development economics, microeconomics, and econometrics. She is the Edward J. and Louise W. Kahn Term Professor of Economics at the University of Pennsylvania, and is also affiliated with the University of Pennsylvania Population Studies Center, the Human Capital and Equal Opportunity Global Working Group (HCEO), the IZA Institute of Labor Economics and the National Bureau of Economic Research.

References

  1. Colin Camerer, Behavioral Game Theory: Experiments in Strategic Interaction (2003), p. 42.
  2. Colin Camerer, Behavioral Game Theory: Experiments in Strategic Interaction (2003), p. 42.
  3. Houser, D. (2008) "Experiments and Econometrics" In: Durlauf, S. and Blume L. (Eds.), New Palgrave Dictionary of Economics, 2nd edition. Palgrave-MacMillan. ISBN   0-333-78676-9
  4. Cox,J.C., Oaxaca, R.L. (2009) "Chapter 114 Experimetrics: The Use of Market Experiments to Evaluate the Performance of Econometric Estimators", In: Charles R. Plott and Vernon L. Smith, Editor(s) (2008) Handbook of Experimental Economics Results, Elsevier, 2008, Volume 1, Pages 1078-1086, ISBN   978-0-444-82642-8, doi : 10.1016/S1574-0722(07)00114-X PDF preprint Archived 2009-11-14 at the Wayback Machine