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Self-published

Replication Data for: Raising Grievances to the State: The Political Economic Effects of Anti-Corruption Crackdowns on Labor Activism in China (ICPSR 308415)

Released/updated on: 2026-07-18
Geographic coverage: China
Time period: 2011-01-01--2020-12-31

This replication package accompanies "Raising Grievances to the State: The Political Economic Effects of Anti-Corruption Crackdowns on Labor Activism in China" (Journal of Development Economics, Vol. 181, April 2026). The paper studies how government actions shape workers' expected returns to striking by exploiting China's 2012 anti-corruption campaign as a natural experiment. Using a city-level dataset linking Central Commission for Discipline Inspection (CCDI) corruption inspections to labor strikes from 2011 to 2020, the analysis shows that strike incidents rise sharply after a city's first high-profile inspection, driven largely by wage-arrears disputes at private firms and concentrated in the construction and manufacturing sectors. Strikes also spread through network channels, with later-treated and neighboring cities responding to inspections elsewhere. The evidence indicates that inspections weakened firm-government ties and shifted government attention, raising workers' expected returns to striking and revealing pre-existing grievances.

The package contains the Stata (.do) and R (.R) scripts, cleaned prefecture-city-month and prefecture-city-quarter panel datasets, and documentation needed to reproduce every table and figure in the paper and its appendix, along with a README describing the data-cleaning sequence, computational requirements, and dataset provenance. Several restricted-access source files (a corruption-investigation microdataset, a national tax survey extract, and a prefecture panel from a related study) are not redistributed per their original data-use agreements; the README documents how to obtain them and which results depend on them.

Self-published

Droughts, Conflict, and the Importance of Democratic Legitimacy: Evidence from Pre-Industrial Europe (ICPSR 206441)

Released/updated on: 2024-06-22
Geographic coverage: Europe
Time period: 0900-01-01--1799-12-31
This research shows that droughts are robustly associated with city-level unrest in Europe over the years 900 to 1800 CE. This relationship is non-linear, with disproportionately greater increases in the probability of a conflict among droughts in the upper tail of the severity distribution. Elected city governments are relatively immune from drought-induced conflict, while those based on representation by burghers or guilds are not. These results suggest that local governments are key for maintaining social stability during economic shocks, and are most successful when they have a greater degree of democratic legitimacy.
Self-published

Data and Code for: Ideology, Incidence and the Political Economy of Fuel Taxes: Evidence from the California 2018 Proposition 6 (ICPSR 198176)

Released/updated on: 2024-03-07
Geographic coverage: California, United States
Time period: 2018-01-01--2018-12-31
In 2018, California voters rejected Proposition 6, a ballot initiative that sought to repeal state gasoline taxes and vehicle fees enacted as part of the 2017 Road Repair and Accountability Act. We study the relationship between support for the proposition, political ideology and the economic burdens imposed by the Act. For every hundred dollars of annual per-household costs imposed by the Road Repair and Accountability Act, we estimate that support for proposition rose by 3 - 9 percentage points, roughly comparable to a commensurate increase in the share of ”liberal” voters. Notably, we find that the relationship between voting and the economic burden of the policy is seven times strong in the most conservative tracts relative to the most liberal tracts. This heterogeneity has important implications for the popular support for environmental taxes, as conservative areas in California and elsewhere tend to bear a higher burden from transportation and energy taxes than liberal areas.
Self-published

Replication dataset and codes - Schaff "Warfare and Economic Inequality: Evidence from Preindustrial Germany (c. 1400-1800)" (ICPSR 183421)

Released/updated on: 2022-12-05
Geographic coverage: Germany
Time period: 1400-01-01--1800-12-31
The deposited data allows replication of the statistical analysis and figures in "Warfare and Economic Inequality: Evidence from Preindustrial Germany (c. 1400-1800)". The question the project adresses is simple: What was the impact of military conflict on economic inequality? I argue that ordinary military conflicts increased local economic inequality. Warfare raised the financial needs of towns in preindustrial times, leading to more resource extraction from the population. This resource extraction happened via inequality-promoting channels, such as regressive taxation. Only in truly major wars might inequality-reducing destruction outweigh inequality-promoting extraction and reduce inequality. To test this argument I construct a novel panel dataset combining information about economic inequality in 75 localities, and more than 700 conflicts over four centuries. I find that the many ordinary conflicts — paradigmatic of life in the preindustrial world — were continuous reinforcers of economic inequality. I confirm that the Thirty Years’ War was indeed a great equaliser, but this was an exception and not the rule. Rising inequality is an underappreciated negative externality in times of conflict.
Self-published

Replication Materials: Private Benefits, Public Vices: Railways and Logrolling in the Nineteenth-Century British Parliament. (ICPSR 147641)

Released/updated on: 2021-08-24
Geographic coverage: Wales, United Kingdom, Scotland, United Kingdom, England, United Kingdom
Time period: 1845-01-01--1848-01-01
This is the replication package for "Private Benefits, Public Vices: Railways and Logrolling in the Nineteenth-Century British Parliament". Please refer to the README file for details on the data and code necessary to replicate the figures and tables contained in the paper. The repository also contains a copy of the online appendix with additional results and further description of the variables and coding used in the paper.
Self-published

Establishing a comprehensive census of undergraduate economics curricula: Foundational and special requirements for major programs in the U.S. (ICPSR 131363)

Released/updated on: 2021-02-01
Time period: 2017-08-01--2018-06-30
     This study is the first of a series of studies, collectively embodying a multiphase mixed methods design. The overall objective of these studies is to explore and address a variety of issues and features of the discipline of economics, particularly as they relate to and represent past present and future factors of globalization, education, citizenship, and society. This is done by collecting and analyzing data on numerous aspects of the undergraduate economics curriculum, economics as a discipline, and economics as applied in the real world.     The overall purpose of these studies is to inform ongoing debates concerning the future of the discipline of economics and how it is taught, by examining and creating paradigms and methods that may be of aide. Additionally these studies collectively aim to outline, and in small ways develop, potential technological and organizational solutions for detailed longitudinal curriculum tracking. The frameworks employed and developed in these studies may eventually be scaled and adapted for all sorts of curricula. Ideally, the completion of this study’s overall objective yields practical insights and tools that empower faculty and departments, in economics and eventually in general, to better understand and design their own curriculum.      This immediate study fills gaps in and updates data on the curriculum of undergraduate economics majors in U.S. institutions, while also establishing a baseline data set for future studies to build on. A qualitative census methodology is adapted and employed to explore how various institutional and program factors relate to certain types of major program requirements. Descriptive statistics are used for analysis, primarily to allow for comparisons to previous studies. In sum, the purpose of the data collected and analyzed in this census is to give a glimpse into the current state of the undergraduate economics curriculum in the U.S., and to inform the qualitative, quantitative, and transformative studies that are to follow in this multiphase series.
Self-published

Replication data for: The Political Economy of the Prussian Three-Class Franchise (ICPSR 120745)

Released/updated on: 2020-08-24
Time period: 1867-01-01--1903-12-31
How did the Prussian three-class franchise, which politically over-represented the economic elite, affect policies? Contrary to the predominant and simplistic view that the system allowed the landed elites to capture most political rents, we find that members of parliament from constituencies with a higher vote inequality support more liberal policies, gauging their political orientation from the universe of roll call votes cast in parliament during Prussia’s rapid industrialization (1867–1903). Consistent with the characteristics of German liberalism that aligned with economic interests of business, the link between vote inequality and liberal voting is stronger in regions with large-scale industry.
Curated

Data and calculations for the book "Starving the Beast: Ronald Reagan and the Tax Cut Revolution" (ICPSR 37213)

Released/updated on: 2018-12-04
Geographic coverage: United States, Japan, United Kingdom, Switzerland, Portugal, Spain, New Zealand, Greece, Canada, Netherlands, Sweden, Austria, Belgium, Norway, Luxembourg, Ireland, Finland, Denmark, Italy, Australia, France, Germany
Time period: 1965-01-01--2016-12-31

These data were used in the preparation of the book "Starving the Beast" by author, and Principal Investigator, Monica Prasad. The book is a history of the 1981 Economic Recovery Tax Act. The files include historical data on economics and politics in the Unites States and other advanced industrial countries, as well as full Stata files for all statistical calculations in the book.

Self-published

New Deal Studies (ICPSR 101199)

Released/updated on: 2018-11-18
Geographic coverage: United States
Time period: 1929-01-01--1940-12-31
These are a series of data sets from our projects on the New Deal.  For a survey of the projects, see Price Fishback.  “How Successful Was the New Deal?  The Microeconomic Impact of New Deal Spending and Lending Policies” Journal of Economic Literature 55(4) (December 2017):  1435-85. 
Self-published

Origins of Workers' Compensation (ICPSR 107361)

Released/updated on: 2018-11-18
Geographic coverage: United States
Time period: 1900-01-01--1930-12-31
These are a series of files associated with research on the origins of workers' compensation that culminated in the book by Price Fishback and Shawn Kantor.  A Prelude to the Welfare State.  Chicago:  University of Chicago Press. 2000.
Self-published

The Redistribution Hypothesis Revisited with Perceived Inequality (ICPSR 101245)

Released/updated on: 2018-10-27
Geographic coverage: Earth
Time period: 1987-01-01--2016-12-31
It is a long-standing puzzle whether or not changes in economic inequality lead to changes in redistribution. However, there has been a lack of conclusive evidence about this relationship. Moreover, redistributive preferences as an intervening factor between inequality and redistribution, which are taken for granted implicitly or explicitly in redistribution theories, have been largely overlooked in the existing analyses. Besides, recent comparative studies of inequality and redistribution have started paying attention to inequality perceptions that deviate from actual inequality. Thus, this inquiry aims to reconstruct the classical redistribution theory by employing perceived inequality and preferences for redistribution and to test the reformulated redistribution hypotheses. One of the most challenging efforts for the analysis is to develop a country-level measure of perceived inequality. To this end, the Gini coefficient of perceived social position (perceived Gini) was first created by using data from 16 rounds of the International Social Survey Programme (ISSP 1987 to 2014), covering 34 OECD countries. The empirical results show robust evidence that perceived inequality, not actual inequality, is significantly associated with redistributive preferences, while preferences for redistribution do not translate into any type of redistribution.
Curated
Simple Crosstabs

Eurobarometer 81.2: Europeans in 2014, Financial and Economic Crisis, European Citizenship, and European Values, March 2014 (ICPSR 36659)

Released/updated on: 2017-03-22
Geographic coverage: Cyprus, Portugal, Malta, Greece, Netherlands, Sweden, Austria, Latvia, Luxembourg, Ireland, Poland, Slovenia, Slovakia, France, Bulgaria, Lithuania, Croatia, Romania, Hungary, United Kingdom, Spain, Czech Republic, Belgium, European Union, Finland, Denmark, Italy, Germany, Estonia
Time period: 2014-03-15--2014-03-24

The Eurobarometer series is a unique cross-national and cross-temporal survey program conducted on behalf of the European Commission. These surveys regularly monitor public opinion in the European Union (EU) member countries and consist of standard modules and special topic modules. The standard modules address attitudes towards European unification, institutions and policies, measurements for general socio-political orientations, as well as respondent and household demographics. The special topic modules address such topics as agriculture, education, natural environment and resources, public health, public safety and crime, and science and technology.

This round of Eurobarometer surveys covers the following special topics:(1) Financial and Economic Crisis, (2) European citizenship, and (3) European Values. Respondents' opinions were collected regarding the economic situation and quality of life on personal, national, and EU levels, and were asked about the impact of the economic crisis. Respondents were also asked about their employment situation and the national employment situation, as well as their expectations about the economy in the next 12 months. Additional questions were asked about respondents' feelings of national and European identity, as well as their knowledge of and trust in the EU. Respondents were also asked about their personal values, the values that the EU represents, and the amount of shared values between member states.

Demographic and other background information collected includes age, gender, nationality, marital status, occupation, age when respondent stopped full-time education, household composition, difficulties in paying bills, self-assessed level in society, self-assessed social class, and Internet use. In addition, country-specific data includes type and size of locality, region of residence, and language of interview (select countries only).

Curated
Simple Crosstabs

Eurobarometer 79.2: Internal Market, Cultural Activities, Non-Urban Road Use, Science and Technology, and Undeclared Work and Tax Fraud, April-May 2013 (ICPSR 35505)

Released/updated on: 2015-04-16
Geographic coverage: Portugal, Global, Malta, Greece, Netherlands, Sweden, Great Britain, Austria, Latvia, Luxembourg, Ireland, Poland, Slovenia, Slovakia, France, Bulgaria, Lithuania, Croatia, Romania, Hungary, Northern Ireland, Spain, Czech Republic, Belgium, Finland, Denmark, Italy, Germany, Estonia
Time period: 2013-04-01--2013-05-31

The Eurobarometer series is a unique cross-national and cross-temporal survey program conducted on behalf of the European Commission. These surveys regularly monitor public opinion in the European Union (EU) member countries and consist of standard modules and special topic modules. The standard modules address attitudes towards European unification, institutions and policies, measurements for general socio-political orientations, as well as respondent and household demographics. In Eurobarometer 79.2 the standard Eurobarometer module is not included however respondent and household demographics are included. The special topic modules address such topics as agriculture, education, natural environment and resources, public health, public safety and crime, and science and technology.

This round of Eurobarometer surveys cover the following special topics: (1) internal market (2) cultural activities (3) non-urban road use, quality and tolls (4) science and technology, and (5) undeclared work and tax fraud. In regard to the internal market, opinions were collected on the frequency of online purchases, technology used to make orders, types of goods purchased, problems experienced with online shopping, reasons why respondents do not purchase products online from other EU member states and distrust of online retailers. Respondents were asked if they were ever employed in an European state other than their home country and ways to assess quality of professional service providers. In queries on cultural activities, the frequency in which respondents visit museums, the cinema, public libraries in their home country and other EU countries were recorded as well as why they did not participate in cultural activities. Respondents were also asked if they participated in expressive arts such as dancing, writing poems, handicrafts, or playing musical instruments. In regard to non-urban road tolls respondents are polled on the frequency in which they use roads outside of cities, the quality and amount of congestion on those roads, purpose for using those roads. Opinions were collected on whether the government should spend more money on roads and their willingness to pay higher tolls. In the science and technology section, there are questions about interests in and knowledge of developments in science and technology, whether family members have formal credentials in science and technology, their source of information about the latest developments. Additionally, respondents were asked about the usefulness of science and technology. Lastly as it relates to undeclared work in the European Union respondents were asked if they know people who do not declare income, their awareness of the risk of getting caught, the consequences of getting caught and opinions on reasons for doing undeclared work.

Demographic and other background information collected includes age, gender, nationality, marital status and parental relations, occupation, age when stopped full-time education, household composition, ownership of a fixed or a mobile telephone and other durable goods, difficulties in paying bills, level in society, and Internet use. In addition, country-specific data includes type and size of locality, region of residence, and language of interview (select countries).

Curated
Simple Crosstabs

Eurobarometer 79.3: Europe 2020, The Financial and Economic Crisis and European Citizenship, May 2013 (ICPSR 35615)

Released/updated on: 2015-02-20
Geographic coverage: Cyprus, Portugal, Iceland, Global, Malta, Greece, Netherlands, Sweden, Great Britain, Austria, Latvia, Luxembourg, Ireland, Poland, Slovenia, Slovakia, France, Serbia, Bulgaria, Lithuania, Croatia, Romania, Hungary, United Kingdom, Northern Ireland, Spain, Czech Republic, Turkey, Belgium, Finland, Denmark, Italy, Macedonia, Germany, Montenegro, Estonia
Time period: 2013-05-10--2013-05-26

The Eurobarometer series is a unique cross-national and cross-temporal survey program conducted on behalf of the European Commission. These surveys regularly monitor public opinion in the European Union (EU) member countries and consist of standard modules and special topic modules. The standard modules address attitudes towards European unification, institutions and policies, measurements for general socio-political orientations, as well as respondent and household demographics. The special topic modules address such topics as agriculture, education, natural environment and resources, public health, public safety and crime, and science and technology.

This round of Eurobarometer surveys covers the following special topics: (1) the Europe 2020 strategy, (2) the financial and economic crisis, and (3) European citizenship. Respondents were queried on the importance of initiatives to exit the economic crisis, thoughts about EU objectives and opinions on the crisis timeline. Respondents were asked who is best able to take action against effects of the financial crisis, questions about the public deficit and opinions on reform efforts. Additionally, respondents were asked their expectations of the EU, positive results of the EU and which values best represent the EU.

Demographic and other background information collected includes age, gender, nationality, marital status, occupation, social class, age when stopped full-time education, household composition, ownership of durable goods, difficulties in paying bills, level in society, and Internet use. In addition, country-specific data includes type and size of locality, region of residence, and language of interview (select countries).

Curated
Simple Crosstabs

Eurobarometer 80.1: Europe 2020, the Financial and Economic Crisis, European Citizenship and Information on EU Political Matters, November 2013 (ICPSR 35204)

Released/updated on: 2014-07-17
Geographic coverage: Cyprus, Portugal, Iceland, Global, Malta, Greece, Netherlands, Sweden, Austria, Latvia, Luxembourg, Ireland, Poland, Slovenia, Slovakia, France, Serbia, Bulgaria, Lithuania, Croatia, Romania, Hungary, Europe, United Kingdom, Spain, Czech Republic, Turkey, Belgium, Finland, Denmark, Italy, Germany, Montenegro, Estonia
Time period: 2013-11-02--2013-11-17

The Eurobarometer series is a unique cross-national and cross-temporal survey program conducted on behalf of the European Commission. These surveys regularly monitor public opinion in the European Union (EU) member countries and consist of standard modules and special topic modules. The standard modules address attitudes towards European unification, institutions and policies, measurements for general socio-political orientations, as well as respondent and household demographics. The special topic modules address such topics as agriculture, education, natural environment and resources, public health, public safety and crime, and science and technology.

This round of Eurobarometer surveys covers the following special topics: (1) Europe 2020 strategy, (2) the financial and economic crisis, (3) European citizenship, and (4) information on EU political matters. Opinions were collected on the European economic crisis and the importance of the Europe 2020 strategies for improving the crisis. Respondents were also asked about their thoughts on the effects of the formation of the European Union and the rights of its citizens. Additional information includes respondents' sources of political knowledge and to what extent they feel well informed on political matters.

Demographic and other background information collected include age, gender, nationality, marital status and parental relations, occupation, age when stopped full-time education, household composition, ownership of durable goods, difficulties in paying bills, level in society, and Internet use. In addition, country-specific data includes type and size of locality, region of residence, and language of interview (select countries).

Curated
Simple Crosstabs

Eurobarometer 78.1: Europe 2020, the Financial and Economic Crisis, European Citizenship, and Information on European Political Matters, November 2012 (ICPSR 34793)

Released/updated on: 2013-10-18
Geographic coverage: Cyprus, Portugal, Iceland, Global, Malta, Greece, Netherlands, Sweden, Austria, Latvia, Luxembourg, Ireland, Poland, Slovenia, Slovakia, France, Serbia, Bulgaria, Lithuania, Croatia, Romania, Hungary, United Kingdom, Spain, Czech Republic, Turkey, Belgium, Finland, Denmark, Italy, Macedonia, Germany, Montenegro, Estonia
Time period: 2012-11-03--2012-11-18

The Eurobarometer series is a unique cross-national and cross-temporal survey program conducted on behalf of the European Commission. These surveys regularly monitor public opinion in the European Union (EU) member countries and consist of standard modules and special topic modules. The standard modules address attitudes towards European unification, institutions and policies, measurements for general socio-political orientations, as well as respondent and household demographics. The special topic modules address such topics as agriculture, education, natural environment and resources, public health, public safety and crime, and science and technology.

This round of Eurobarometer surveys covers the following special topics: (1) Europe 2020, (2) the financial and economic crisis, (3) European citizenship, and (4) information on European political matters. Opinions were collected on the European economic crisis and the importance of the Europe 2020 strategies for improving the crisis. Respondents were also asked about their thoughts on the effects of the formation of the European Union and the rights of its citizens. Additional information includes respondents' sources of political knowledge and to what extent they feel well informed on political matters.

Demographic and other background information collected include age, gender, nationality, marital status and parental relations, occupation, age when stopped full-time education, household composition, ownership of a fixed or a mobile telephone and other durable goods, difficulties in paying bills, level in society, and Internet use. In addition, country-specific data includes type and size of locality, region of residence, and language of interview (select countries).

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