As vast amounts of data have become available in business in recent years, the demand for data scientists has been rising. The author of this article provides a tutorial on how one entry-level machine learning competition from Kaggle, an online community for data scientists, can be integrated into an undergraduate econometrics course as an…

The authors present a constructivist approach for teaching game theory, on the basis, in part, of Axelrod's research approach. Using the Axelrod tournament multi-user system (ATMUS) software, students create strategies for a repeated prisoner's dilemma (RPD). Later, these strategies are matched with those of their classmates' in a classroom…

Presents microcomputer programs and programing techniques and demonstrates how these programs can be used by teachers to explain economics concepts and to help students make judgments. Each microcomputer application is supplemented by traditional graphic and mathematical analysis. Discusses applications dealing with supply, demand, elasticity,…

Illustrates different types of opportunities for using computer assisted instruction (CAI) on personal computers in the teaching of economics with four examples of currently available software. Describes the difficulties in providing and supporting CAI, and concludes with an analysis of the difficulties caused by the "public goods character" of…

Describes a computer-aided supplement to the introductory microeconomics course that enhances students' understanding with simulation-based tools for reviewing what they have learned from lectures and conventional textbooks about comparing market equilibria. Includes a discussion of students' learning progressions and retention after using the…

Reviews the development of computer-aided instruction (CAI) and provides criteria for effective CAI on the World Wide Web. Presents an experimental CAI package called "oo Micro!" intended to satisfy those criteria. Describes the package contents and procedures, and provides an Internet address where a demonstration can be found. (DSK)

Asserts that a new generation of software authoring applications has led to improvements in the development of economics education software. Describes new software development applications and discusses how to use them. Concludes that object-oriented programming helps economists develop their own courseware. (CFR)

Presents a model of the economic theory of regulation and recommends its use in undergraduate economics classes. Describes the use of computer-assisted instruction to teach the theory. Maintains that the approach enables students to gain access to graphs and tables that they produce themselves. (CFR)

Describes the use of Mathcad, an interactive software package that responds to mathematical input, in an undergraduate economics class. Mathcad uses a rules-based programming language that "reads" the relationships among variables and constraints defined by the user, solves for unknowns, and graphs for one or more equations. (MJP)

Reports on the use of Microsim, a computer simulation, to teach an introductory college statistics/econometrics course. Reports enhanced student involvement, improved student achievement, and positive student attitudes toward the course as a result of using the simulation. (CFR)

Describes a computer software program that allows students, working independently and interactively with the computer, to select alternative market conditions and/or policies and view the results numerically as well as graphically. Discusses options and models provided by the software as well as classroom applications. (MJP)

Maintains that computer-assisted instruction built around a spreadsheet-based model can illustrate and simplify some of the more difficult concepts concerning economics and fisheries. Describes a software program that illustrates overcapitalization, asset fixity, resource rent capture, economic optimum, and sustainable yield. (MJP)

Describes a computer software program where students define alternative policy sets and compare their effects on the welfare of consumers, producers, and the public sector. Policy sets may be a single tax or quota or a mix of taxes, subsidies, and/or price supports implemented in the marketing chain. (MJP)