Research Materials for “Navigating Cultural and Economic Barriers to Girls’ Education in Rural Khyber Pakhtunkhwa: A Qualitative Study of Female Agency” (ICPSR 307724)
This deposit contains research materials and documentation for a qualitative phenomenological study of girls’ education in rural Mardan, Khyber Pakhtunkhwa, Pakistan. The study examines how girls aged 13–18 and their female relatives navigate cultural norms, economic constraints, institutional barriers, mobility restrictions, family decision-making, and emotional experiences related to schooling. Data were collected through semi-structured Pashto interviews and field observations with girls, mothers, and grandmothers from 20 families. The deposited materials include the methodological appendix, interview guide, observation protocol, coding framework, and data access/restriction documentation. Raw interview recordings, full transcripts, and detailed field notes are not publicly deposited because the study involved minors and participants from small rural communities, and public release could create risks of direct or indirect identification.
Stress in America, United States, 2007-2024 (ICPSR 37288)
Since 2007, the American Psychological Association (APA) has commissioned an annual nationwide survey as part of its Mind/Body Health campaign to examine the state of stress across the country and understand its impact. The Stress in America survey measures attitudes and perceptions of stress among the general public and identifies leading sources of stress, common behaviors used to manage stress and the impact of stress on our lives. The results of the survey draw attention to the serious physical and emotional implications of stress and the inextricable link between the mind and body.
From 2007 to 2024, the research has documented this connection among the general public as well as various sub-segments of the public. Each year, the Stress in America surveys aims to uncover different aspects of the stress/health connection via focusing on a particular topic and/or subgroup of the population. Below is a list of the focus of each of the Stress in America surveys.
- 2007-2018 Cumulative Dataset
- 2007 General Population
- 2008 Gender and Stress
- 2009 Parent Perceptions of Children's Stress
- 2010 Health Impact of Stress on Children and Families
- 2011 Our Health Risk
- 2012 Missing the Health Care Connection
- 2013 Are Teens Adopting Adults' Stress Habits
- 2014 Paying With Our Health
- 2015 The Impact of Discrimination
- 2016 Coping with Change, Part 1
- 2016 Coping with Change, Part 2: Technology and Social Media
- 2017 The State of Our Nation
- 2018 Stress and Generation Z
- 2019-2024 Cumulative Dataset
- 2019 Stress and Current Events
- 2020 COVID Tracker Wave 1
- 2020 COVID Tracker Wave 2
- 2020 COVID Tracker Wave 3
- 2020 A National Mental Health Crisis
- 2021 Pandemic Anniversary Survey
- 2021 Stress and Decision-Making During the Pandemic
- 2022 Pandemic Anniversary Survey
- 2022 Concerned for the Future, Beset by Inflation
- 2023 A Nation Recovering From Collective Trauma
- 2024 A Nation in Political Turmoil
Replication Materials: Gender and Racial Differences in Migration Behavior: Evidence from the Farm Exodus within and out of the U.S. South, 1900-1940 (ICPSR 237073)
Malnutrition and female political representation in India (ICPSR 245012)
Supplementary data for: The Geography of Child Penalties and Gender Norms: A Pseudo-Event Study Approach (ICPSR 301089)
A combination of variables from the Family-level and Individual-level PSID data is used. The Childbirth and Adoption History data provided in the Family History files is also used.
County-Specific Net Migration by Five-Year Age Groups, Hispanic Origin, Race, and Sex, 2010-2020: [United States] (ICPSR 39582)
Evaluating allocations of opportunities (ICPSR 237323)
Italy in Wide Angle: Workforce, emigration, population and GDP at the provincial level in Republican Italy (1951-1991). (ICPSR 219882)
Supplementary Data for: Francine D. Blau, Lawrence M. Kahn, Nikolai Boboshko, and Matthew Comey, "The Impact of Selection into the Labor Force on the Gender Wage Gap," Journal of Labor Economics 42, no 4 (October 2024): 1093-1133. (ICPSR 210781)
Gender and Ethnicity Predictions for California City Council Members and School Board Members, 2010-2023 (ICPSR 209861)
COEP Replication Package for "Women’s Property Rights Equality and Entrepreneurial Activity" (ICPSR 209795)
COEP Replication Package for "The Causal Effect of Economic Freedom on Female Employment & Education" (ICPSR 209285)
Procedural Justice-Informed Alternatives to Contempt (PJAC), Michigan, 2012-2021 (ICPSR 209227)
National Neighborhood Data Archive (NaNDA): Home Mortgage Disclosure Act Longitudinal Dataset by Census Tract, United States, 1981-2021 (ICPSR 39093)
Drag Artist Interviews, 2021 (ICPSR 208608)
Pursuing a National Estimate of Dual System Youth, Illinois, New York, Ohio, 1992-2014 (ICPSR 39105)
Across the country, child welfare and juvenile justice systems now recognize that youth involved in both systems (i.e., dual system youth) are a vulnerable population who go unrecognized because of challenges in information-sharing and cross-system collaboration. These challenges currently prevent the development of accurate estimations of the number of dual system youth nationally and limit understanding of best practices used by jurisdictions implementing integrated systems models. OJJDP funded this secondary analysis study to address this gap in knowledge.
All data used in the Dual System Youth Design Study were owned or accessed by various partners. No primary data collection occurred in the study. In addition, most of the data accessed by the study partners was confidential, de-identified data that required memorandums of agreement and/or court orders to access and use. Some sites have ongoing or standing agreements with the public agencies who own the data which allow access and use for specific projects. Because, most frequently, the data are owned by the public service agencies and include sensitive information the data are not available to be publicly archived. Instead, here a descriptive overview is provided of the data used and accessed by each study partner as well as contact information of a person at each site that will be able to share syntax and/or coding parameters for those who are considering to replicate the findings or methods.
Researchers interested in inquiring the data and syntax used in this project should refer to the study partners section of the downloadable study documentation. Data provider agency names along with the specific study data that were requested are listed in the documentation.
IPUMS Contextual Determinants of Health (CDOH) Gender Measure: Earnings Ratio by State, United States, 2015-2022 (ICPSR 38850)
The IPUMS Contextual Determinants of Health (CDOH) data series includes measures of disparities, policies, and counts by state or county for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons as well as women.
The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website.
Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The CDOH measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020.
The Gender measures in this release include the state-level earnings ratio, which compares the median earnings of full-time wage and salary workers identifying as male to the median earnings of full-time wage and salary workers identifying as female in a given state in a given year. To work with the IPUMS CDOH data, researchers will need to first merge the NCHAT data to DS1 (MATCH ID and State FIPS Data). This merged file can then be linked to the IPUMS CDOH datafile (DS2) using the STATEFIPS variable.
Women, Peace and Insecurity: The risks of peacebuilding in everyday life for women in Sri Lanka and Nepal, PlosOne (ICPSR 201181)
IPUMS Contextual Determinants of Health (CDOH) Gender Measure: Poverty Ratio by State, United States, 2015-2023 (ICPSR 38848)
The IPUMS Contextual Determinants of Health (CDOH) data series includes measures of disparities, policies, and counts, by state or county, for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons, and women.
The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website.
Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The CDOH measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020.
The Gender measures in this release include the state-level poverty ratio, which compares the proportion of females living in poverty to the proportion of males living in poverty in a given state in a given year. To work with the IPUMS CDOH data, researchers will need to first merge the NCHAT data to DS1 (MATCH ID and State FIPS Data). This merged file can then be linked to the IPUMS CDOH datafile (DS2) using the STATEFIPS variable.
IPUMS Contextual Determinants of Health (CDOH) Gender Measure: Paid Family Medical Leave by State, United States, 2004-2023 (ICPSR 38847)
The IPUMS Contextual Determinants of Health (CDOH) data series includes measures of disparities, policies, and counts, by state or county, for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons, and women.
The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website.
Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The CDOH measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020.
The Gender measures in this release include state-level paid family and medical leave, which denotes whether a state has a law that guarantees paid family and medical leave for employees. To work with the IPUMS CDOH data, researchers will need to first merge the NCHAT data to DS1 (MATCH ID and State FIPS Data). This merged file can then be linked to the IPUMS CDOH datafile (DS2) using the STATEFIPS variable.
Data and Code: Industrial, Regional, and Gender Divides in British Unemployment Between the Wars (ICPSR 199962)
COEP Replication Package for "Gender Equity and Male and Female Smoking Behavior" (ICPSR 196901)
Development of Externalizing Behaviors in Chicago Youth Exposed to Intimate Partner Violence, Illinois, 1994-2002 (ICPSR 36809)
Using data from all three waves of the Project on Human Development in Chicago Neighborhoods (PHDCN), this secondary data analysis examined the long-term effects of intimate partner violence (IPV) exposure during childhood and adolescence on subsequent externalizing behaviors (i.e., delinquency, violence, and substance use related offending).
The research questions for this study were as follows:
- Are there significant differences in the mean scores of different externalizing behaviors (measured as "offending" in the present study) in any of the three PHDCN waves between youth exposed to IPV and youth not exposed to IPV?
- Are there distinct developmental trajectories of externalizing behaviors among youth exposed to IPV when compared to those not exposed to IPV?
- How do different individual- and neighborhood-level variables act in predicting the developmental paths of externalizing behaviors among youth exposed to IPV?
Propensity score matching (PSM) was employed to match individuals reporting IPV exposure with those not exposed to IPV on key variables. Longitudinal latent class analyses (LLCA) were utilized to estimate the longitudinal developmental trajectories of externalizing behaviors independently for IPV and non-IPV exposed males and females and compared to each other. Multinomial logistic regression models were estimated separately for males and females exposed to IPV during their childhoods to examine the effect of different hypothesized class membership predictors.
This collection contains a master dataset primarily sourced from Emery's (2006) data augmentation along with key variables from all three waves from the PHDCN Longitudinal Cohort Study, cohorts 12 and 15 (DS1); datasets constructed solely for multinomial logistic regressions for youth exposed to IPV, separated by sex (DS2 and DS3); data for the final LLCA models separated by sex and exposure to IPV (DS4 to DS7); and probabilities and latent classes created using Mplus (DS8 to DS9) that can be merged to the multinomial regression data using the SUBID variable. Additionally, syntax for variable and model constructions, as well as Mplus output, have been included as a zip package. Please refer to the P.I. documentation for more information.
The Historical Gender Gap Index. A Longitudinal and Spatial Assessment of Sweden, 1870-1990 (ICPSR 192367)
IPUMS Contextual Determinants of Health (CDOH) Gender Measure: Domestic Violence Gun Ownership by State, United States, 1991-2020 (ICPSR 38851)
The IPUMS Contextual Determinants of Health (CDOH) data series includes measures of disparities, policies, and counts, by state or county, for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons, and women.
The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website.
Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The CDOH measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020.
The Gender measures in this release include state-level domestic violence and gun ownership, which denotes whether a state has a law that prohibits domestic violence offenders from owning firearms above and beyond federal law. To work with the IPUMS CDOH data, researchers will need to first merge the NCHAT data to DS1 (MATCH ID and State FIPS Data). This merged file can then be linked to the IPUMS CDOH datafile (DS2) using the STATEFIPS variable.
IPUMS Contextual Determinants of Health (CDOH) Gender Measure: Abortion Access by State, United States, 2009-2022 (ICPSR 38852)
The IPUMS Contextual Determinants of Health (CDOH) data series includes measures of disparities, policies, and counts, by state or county, for historically marginalized populations in the United States including Black, Asian, Hispanic/Latina/o/e/x, and LGBTQ+ persons, and women.
The IPUMS CDOH data are made available through ICPSR/DSDR for merging with the National Couples' Health and Time Study (NCHAT), United States, 2020-2021 (ICPSR 38417) by approved restricted data researchers. All other researchers can access the IPUMS CDOH data via the IPUMS CDOH website.
Unlike other IPUMS products, the CDOH data are organized into multiple categories related to Race and Ethnicity, Sexual and Gender Minority, Gender, and Politics. The CDOH measures were created from a wide variety of data sources (e.g., IPUMS NHGIS, the Census Bureau, the Bureau of Labor Statistics, the Movement Advancement Project, and Myers Abortion Facility Database). Measures are currently available for states or counties from approximately 2015 to 2020.
The Gender measures in this release include state-level abortion access, which reports the proportion of a state's females aged 15-44 who reside in counties with an abortion provider by year and month from 2009-2022. To work with the IPUMS CDOH data, researchers will need to first merge the NCHAT data to DS1 (MATCH ID and State FIPS Data). This merged file can then be linked to the IPUMS CDOH datafile (DS2) using the STATEFIPS variable.
Decomposing Gender Wage Gaps - A Family Economics Perspective (ICPSR 191462)
ECIN Replication Package For "Invisible Hurdles: Gender and Institutional Differences in the Evaluation of Economics Papers" (ICPSR 185342)
Lay Conceptions of Sexual Orientation Groups: United States Convenience Samples, 2012 (ICPSR 38131)
Self-construal and conformity (ICPSR 184271)
Paths 2 the Future (P2F): Testing the Efficacy of a Career Development Curriculum for High School Girls with Disabilities, Oregon, 2015-2019 (ICPSR 38349)
Young women with disabilities often experience limited career options and opportunities. The "Paths 2 the Future" (P2F) curriculum is designed to meet the unique career development needs of young women with disabilities. P2F includes seventy-five (75) lessons covering topics of self-awareness, disability knowledge, gender identity, and career and college readiness.
A randomized controlled trial was conducted between 2015-2020 to examine the effects of the P2F curriculum on career and college readiness of high school female students with disabilities. Twenty-six (26) participating high schools were matched on school characteristics and randomly assigned to the intervention or control conditions. In the intervention condition, students received lessons from the P2F curriculum daily. In the control condition, students received business as usual career and transition services.
Survey data were collected from three hundred sixty six (366) young women with learning, health, intellectual, and emotional disabilities who participated at four time points (pre-intervention, post-intervention (2 collection periods), and follow-up).
San Francisco Bay Area Race and Politics Survey, 1986 (ICPSR 38168)
Data and Code for: Hunger and the Gender Gap (ICPSR 120065)
Leisure and academic achievement (ICPSR 173581)
Gender and Racial Diversity of Federal Government Economists, United States, 2020 (ICPSR 38356)
Replication package for: Visualizing racial-ethnic differences in the division of housework among different-sex couples in the United States (ICPSR 158261)
Understanding Online Hate Speech as a Motivator and Predictor of Hate Crime, Los Angeles, California, 2017-2018 (ICPSR 37470)
In the United States, a number of challenges prevent an accurate assessment of the prevalence of hate crimes in different areas of the country. These challenges create huge gaps in knowledge about hate crime--who is targeted, how, and in what areas--which in turn hinder appropriate policy efforts and allocation of resources to the prevention of hate crime. In the absence of high-quality hate crime data, online platforms may provide information that can contribute to a more accurate estimate of the risk of hate crimes in certain places and against certain groups of people. Data on social media posts that use hate speech or internet search terms related to hate against specific groups has the potential to enhance and facilitate timely understanding of what is happening offline, outside of traditional monitoring (e.g., police crime reports). This study assessed the utility of Twitter data to illuminate the prevalence of hate crimes in the United States with the goals of (i) addressing the lack of reliable knowledge about hate crime prevalence in the U.S. by (ii) identifying and analyzing online hate speech and (iii) examining the links between the online hate speech and offline hate crimes.
The project drew on four types of data: recorded hate crime data, social media data, census data, and data on hate crime risk factors. An ecological framework and Poisson regression models were adopted to study the explicit link between hate speech online and hate crimes offline. Risk terrain modeling (RTM) was used to further assess the ability to identify places at higher risk of hate crimes offline.
Ratings of photos depending on posture and gender (ICPSR 145961)
Disclosure of depression - third party attitudes (ICPSR 146001)
The Women on High Courts Database (ICPSR 135801)
Equal Employment Opportunity (EEO) Tabulation Tables, United States, 2014-2018 (ICPSR 38052)
- Architects, surveyors, and cartographers
- Art and design workers
- Other entertainers and performers, sports, and related workers
- Writers and authors
- Photographers
- Television, video, and film camera operators and editors
- Agents and business managers of artists, performers, and athletes
Preventing and Controlling Corporate Crime: The Dual Role of Corporate Boards and Legal Sanctions, United States, 1996-2013 (ICPSR 37463)
This project consists of secondary analysis material (syntax only, no data). The original study that the material pertains to examines two distinct but related types of corporate crime prevention and control mechanisms--one that rests on firm governance (specifically, the Board of Directors) and the other on formal legal interventions. Specifically, the study examines whether (ceteris paribus) firms with more gender diversity on their boards are less involved in offending than firms whose boards are less diverse and whether changes in board diversity over time affect firm offending patterns. Of additional interest is how firms respond to legal discovery and punishment.
Do they change their governance structures (i.e., become more diverse) due to formal legal discovery?
Are firms generally deterred from reoffending (recidivism) when discovered or does deterrence depend on the government's response to offenders?
In particular, are certain regimes (criminal, civil, or regulatory) more successful at crime control than others?
Relevant data are collected from a variety of secondary sources, including corporate financial, statistical, and governance information. These data are then linked to cases of corporate offending (accounting fraud, bribery, environmental and anti-competitive) for 3,327 US based companies between 1996 and 2013.
Analyses-NIJ-5.21.2019--2-.do: Syntax (Stata) used to create type of offense count; domain of processing (civil, criminal, regulatory); offense distribution (by corporate year), female board membership (count and percent); Reoffending (by enforcement type and governance characteristics).
Prostate Cancer Risk in Young Black Men Study, United States, 2015-2016 (ICPSR 37985)
Drag Artist Interviews, 2019 (ICPSR 118483)
Drag Artist Interviews, 2020 (ICPSR 133901)
Quantitative and image datasets of the assessment of gender representation in food and beverage print advertisements found in Guatemala City, Guatemala and Lima, Peru in 2018 (ICPSR 122441)
Gender and Wealth in Demographic Research: A Research Brief on a New Method and Application (ICPSR 124922)
Census of Juveniles on Probation, United States, 2012 (ICPSR 37438)
The purpose of the Census of Juveniles on Probation (CJP) was to collect individual-level data about youth on probation, including their numbers and characteristics. The CJP survey asked respondents to report the total number of juveniles on formal probation within their reporting jurisdiction on the reference date of October 24, 2012.
For each youth on probation, responding agencies were asked to provide the following information: sex, date of birth, race, most serious offense, state and county where most serious offense was committed, and the state and county where the juvenile resided on the census reference date.
This data collection contains the national data.