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Data from: Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation (ICPSR 244894)

Released/updated on: 2026-02-03
Geographic coverage: Washington, United States
This dataset consists of coding query data supporting the qualitative analysis in Confidence and uncertainty: Small-scale, direct-marketing vegetable farmers' relationship with climate change adaptation and mitigation. The excerpts in this dataset are the disembodied fragments of the interview transcripts that were coded using the final code book to generate study findings. All potentially identifying information has been redacted. The study employed a series of semi-structured qualitative interviews with small-scale, direct-to-consumer vegetable farmers in Washington State to examine the relationship this group has with climate-smart agriculture. Interviews took place between between April 4 and June 26, 2024. Recorded interviewers were transcribed, and the interviews transcripts were qualitatively analyzed using principals of thematic analysis. The research plan was submitted to the University of Washington Human Subjects Division (HSD) and deemed exempt. HSD does not review consent plans for exempt research. All participants were informed their participation was voluntary and that they could skip a question or terminate the interview at any time. Participants were informed that interviews would be recorded and asked whether they consented to the interview and recording. All participants provided verbal consent to the interview and recording. Prior to consenting to the interview that the data would be used in an anonymized form to prepare scholarly work and/or reports for farm service organizations, and that nothing shared during the interview would be connected back to their name or their business. Once consent was given, the recording was started, and participants were asked to once again confirm their consent to recording. All coding query excerpts have been reviewed, and all potentially identifying information has been redacted. Redacted information appears in {} within the text. Excerpts are presented in alphabetical order and are not grouped by or linked to participant ID to avoid reconstruction of larger/contiguous passages and indirect reidentification. Excerpts that include participant demographic information have not been included since they cannot be reasonably deidentified. Participant demographic information is presented in aggregate in Table 1 of the associated manuscript. File Description: The data consists of a single .xlsx file containing 5 columns and 542 rows of data including the header. Variables:
  • Excerpt – The selected portion of a transcribed interview 
  • Category, Parent Code, Code, Child Code – Codes from the codebook that were applied to the selected excerpt. Some excerpts may have more than one category, parent code, or code. Not all codes have a child code, as indicated by a blank in this column. The data is complete without missing values. See appendix S2 in associated manuscript for complete codebook.  
Curated
Simple Crosstabs

United States Agriculture Data, 1840 - 2012 (ICPSR 35206)

Released/updated on: 2018-08-20
Geographic coverage: United States
Time period: 1840-01-01--2012-12-31
This collection includes county-level data from the United States Censuses of Agriculture for the years 1840 to 2012. The files provide data about the number, types, output, and prices of various agricultural products, as well as information on the amount, expenses, sales, values, and production of machinery. Most of the basic crop output data apply to the previous harvest year. Data collected also included the population and value of livestock, the number of animals slaughtered, and the size, type, and value of farms. Part 46 of this collection contains data from 1980 through 2010. Variables in part 46 include information such as the average value of farmland, number and value of buildings per acre, food services, resident population, composition of households, and unemployment rates.
Curated

Bicol Multipurpose Survey (BMS), 1994: [Philippines] (ICPSR 6890)

Released/updated on: 2013-05-15
Geographic coverage: Philippines, Global
Time period: 1994-01-01--1994-12-31
The objectives of the 1994 Bicol Multipurpose Survey, which were similar to those of the BICOL MULTIPURPOSE SURVEY (BMS), 1978: [PHILIPPINES] (ICPSR 6878) and the 1983 BMS (ICPSR 6889), were to gather information on income, earnings, mobility, fertility, farm production, and health from the residents of the Bicol Region in the Philippines. Households in the province of Camarines Sur were surveyed, with a primary focus on household characteristics, adult and child health, value and income of assets or properties, expenditures on education and liabilities, income such as cash and in-kind transfers, and income from household members not residing in the household, along with agricultural production of rice and other crops. Information about the barangay (a barangay is a political subdivision equivalent to a village in rural areas and to a neighborhood in urban areas) in which the household was located includes environmental sanitation, availability of community services, and cost for community services or family planning. Data regarding successor households (households where the children had taken over the management and supervision of family assets) were examined, along with intergenerational income mobility data (the impact of parental income and investments on children).
Curated
Simple Crosstabs

Wolong Household Study [China] (ICPSR 34365)

Released/updated on: 2013-02-08
Geographic coverage: Asia, Sichuan Province, China (Peoples Republic), Global
Time period: 1998-01-01--1998-12-31, 2001-01-01--2007-12-31, 2009-01-01--2009-12-31
The purpose of this study is to investigate household-environment dynamics in the Coupled Human and Natural System (CHANS) of Wolong Nature Reserve (WNR), the "flagship" reserve designated for conserving the world-famous endangered Giant Pandas of China. The overall research questions of this study include: (1) how demographic and socioeconomic processes at the household level, e.g. those related to family structures and livelihood systems, affect local residents' resource exploitation patterns and land use practices; (2) how local residents respond to shifts in government policy, especially the implementation of two nationwide conservation programs, the Natural Forest Conservation Program (NFCP) and the Grain-to-Green Program (GTGP), in WNR; and (3) how household and policy dynamics interact to affect the natural environment of WNR. Example hypotheses tested in this study concerned: (1) the effects of conservation policies on local households' energy consumption patterns and fuelwood collection behaviors; (2) the connection between a household's demographic and socioeconomic background and its responses to conservation policies; (3) the relationships between social networks and labor migration; (4) the factors that affect a household's participation in nature-based tourism and the distribution of tourism benefits among different households; and (5) the potential implication of the processes described above on wildlife habitat change and conservation. The data collection in this study focuses on household demographics, household income and expenditure, fuelwood and electricity use, as well as the development of non-agricultural activities such as migration and tourism. Face-to-face interviews were conducted to collect yearly data of the previous year in 1999, 2002, 2003, 2004, 2005, 2006, 2007, and 2010 using highly structured survey questionnaires. A sample of 220 households originally drawn in 1999 was revisited in each year's survey. The definition of households was based on the 2000 population census and family registration records from the local WNR administration.
Curated

Chinese Household Income Project, 2002 (ICPSR 21741)

Released/updated on: 2009-08-14
Geographic coverage: China (Peoples Republic)
Time period: 2002-01-01--2002-12-31

The purpose of this project was to measure and estimate the distribution of personal income and related economic factors in both rural and urban areas of the People's Republic of China. The principal investigators based their definition of income on cash payments and on a broad range of additional components. Data were collected through a series of questionnaire-based interviews conducted in rural and urban areas at the end of 2002. There are ten separate datasets. The first four datasets were derived from the urban questionnaire. The first contains data about individuals living in urban areas. The second contains data about urban households. The third contains individual-level economic variables copied from the initial urban interview form. The fourth contains household-level economic variables copied from the initial urban interview form. The fifth dataset contains village-level data, which was obtained by interviewing village leaders. The sixth contains data about individuals living in rural areas. The seventh contains data about rural households, as well as most of the data from a social network questionnaire which was presented to rural households. The eighth contains the rest of the data from the social network questionnaire and is specifically about the activities of rural school-age children. The ninth dataset contains data about individuals who have migrated from rural to urban areas, and the tenth dataset contains data about rural-urban migrant households. Dataset 1 contains 151 variables and 20,632 cases (individual urban household members). Dataset 2 contains 88 variables and 6,835 cases (urban households). Dataset 3 contains 44 variables and 27,818 cases, at least 6,835 of which are empty cases used to separate households in the file. The remaining cases from dataset 3 match those in dataset 1. Dataset 4 contains 212 variables and 6,835 cases, which match those in dataset 2. Dataset 5 contains 259 variables and 961 cases (villages). Dataset 6 contains 84 variables and 37,969 cases (individual rural household members). Dataset 7 contains 449 variables and 9,200 cases (rural households). Dataset 8 contains 38 variables and 8,121 cases (individual school-age children). Dataset 9 contains 76 variables and 5,327 cases (individual rural-urban migrant household members). Dataset 10 contains 129 variables and 2,000 cases (rural-urban migrant households).

The Chinese Household Income Project collected data in 1988, 1995, 2002, and 2007. ICPSR holds data from the first three collections, and information about these can be found on the series description page. Data collected in 2007 are available through the China Institute for Income Distribution.

Curated
Partially restricted

Nang Rong Projects [Thailand] (ICPSR 4402)

Released/updated on: 2009-03-06
Geographic coverage: Thailand
Time period: 1984-01-01--1984-12-31, 1994-01-01--1994-12-31, 2000-01-01--2000-12-31
Social surveys were the starting point for research in Nang Rong, a district in the Buriram province of northeast Thailand. The surveys were part of three waves of data collection conducted in 1984, 1994, and 2000. The baseline was established in 1984 when a community survey and a household census were conducted in 51 study villages. The census obtained information on all members of all households within the study area. A second round of surveys was fielded a decade after the baseline, in 1994, building on and extending the original research design and focus. The 1994 data were collected through a community survey administered in all villages in Nang Rong (including but not limited to the original 51 study villages), a household survey providing a complete census of all households in each of the original 51 study villages, and a migrant follow-up survey. The migrant follow-up survey collected data on out-migrants from 22 of the original 51 study villages who had relocated to one of four urban destinations: (1) metropolitan Bangkok, (2) the eastern seaboard, a focus of rapid growth and development, (3) Korat, a regional city, and (4) Buriram, the provincial capital. The 2000 round of data collection again built on the previous data collection efforts and included a community survey administered in all villages in Nang Rong district, a household survey and complete census of the original 51 study villages, a migrant follow-up survey that tracked out-migrants from 22 villages to the four urban destinations as well as to rural villages within Nang Rong district. In addition, this round also included a geospatial component with the collection of locational data for dwelling units and agricultural plots.
Curated

Adjustments to Resource Depletion: The Case of American Agriculture -- Kansas, 1874-1936 (ICPSR 7594)

Released/updated on: 2006-01-18
Geographic coverage: United States, Kansas
Time period: 1874-01-01--1936-12-31
This data collection contains time series data on a selected set of agricultural variables for 105 Kansas counties over the period 1874-1936. The study, part of a larger research project on American agriculture funded by the National Science Foundation, was prepared at Yale University as Version 2 of KANATICS (a Kansas Agricultural Time Series/Cross Section), which extends and corrects the first version, a 1977 working paper. The series data in Part 1 are an exact representation of the data found in various quarterly, annual, and biennial reports of the Kansas State Board of Agriculture. Data include information on acreage sown, number of bushels and value of different field crops harvested, and number and value of livestock. Part 2 contains consolidated and manipulated series data, including manipulations of the series in Part 1, e.g., the value per bushel of various field crops, adjusted total cultivated acres, adjusted field crop income, and prices per animal.
Curated

Diffusion of Sustainable Agriculture in the Amazon [Brazil]: A Panel Database, 1996-2000 (ICPSR 3948)

Released/updated on: 2005-12-15
Geographic coverage: South America, Brazil, Global
Time period: 1996-01-01--2000-12-31

This study, DIFFUSION OF SUSTAINABLE AGRICULTURE IN THE AMAZON [BRAZIL]: A PANEL DATABASE, 1996-2000, is no longer current. Please see DYNAMICS OF HOUSEHOLD LAND USE AND ECONOMIC WELFARE ON THE AMAZON FRONTIER, 1996-2005, RONDONIA, BRAZIL (ICPSR 25322), which includes a third round of panel data (2005), as well as edits and changes to the previous years (1996 and 2000).

This study gathered farm-level panel data in Ouro Preto do Oeste, Rondonia, Brazil, to determine the relationship between household decisions and land use for Amazonian households. This project was initiated in August 1996 when a stratified random sample of 171 farmers in Ouro Preto do Oeste was selected along with 25 households that participate in the Association of Alternative Producers (APA) to investigate the decisions of farmers using slash-and-burn agriculture and others using sustainable methods of farming. The survey questions consisted of inquiries about the household (including age, education level, farming experience, and number of farm animals owned), lot characteristics (including size and division between pasture, forest, agriculture, and agroforestry), harvest of market and subsistence crops, agricultural and other forms of income, and the use of agroforestry and major influences determining farming techniques. Questions about income derived from agriculture provided information about the harvest of all perennial and annual crops, milk harvest and meat harvest, the amount of each item that was sold, and at what price.

Curated

Bicol Multipurpose Survey (BMS), 1978: [Philippines] (ICPSR 6878)

Released/updated on: 2005-11-04
Geographic coverage: Philippines
Time period: 1978-01-01--1978-12-31
The Bicol Multipurpose Survey (BMS) was designed to assess the impact of the Bicol River Basin Development Project (BRBDP) on one of the poorest regions in the Philippines. Using data collected from both semi-urban and rural areas of the Bicol Region, the BMS sought to examine the impact not only of the various development projects of the BRBDP such as irrigation, electricity, and road repair, but also the economic, social, and health issues faced by the residents of the Bicol Region. The survey gathered data for 17 project areas and 3 cities in the provinces of Albay, Camarines Sur, and Sorsogon. Household-level information (Part 1) covers household characteristics, physical environment, income and expenditures, distance from schools, and respondents' feelings about household conditions and the progress of the barangay in which they lived (a barangay is a political subdivision equivalent to a village in rural areas and to a neighborhood in urban areas). Information on topics such as attitudes about foods during pregnancy, infant and child care, prenatal care, community involvement, and work history are contained in a separate Mothers Data file (Part 2). The individual-level data (Parts 3-5) contain demographic information such as age, sex, and education, and include time spent on household and occupational tasks. Information was collected from persons as young as 6 years of age, but was coded for individuals 15 years and older for tasks such as selling, food preparation, farm work, raising livestock and poultry, and the type and amount of fishing. Morbidity data from over 17,000 individuals are also included. The Household Production files (Parts 6-11) cover agriculture and business, crop production, rice farming, raising livestock and poultry, type of fishing done, and quantity of fish caught. Also included are income figures, assets, and liabilities. The Barangay Survey (Part 12) examines the physical aspects of the barangay and the use of social services in the area to determine the impact of the BRBDP and outside influences. The barangay captain or official records provided information on the physical characteristics, community services, medical services, social services, sanitation, and educational systems available within the barangay. The Extension Workers Survey (Part 13) asked 324 workers about their knowledge and activities regarding agricultural practices such as fertilizer use, pest and disease control, and other aspects of planting and transplanting. Through the Medical Practitioners Survey (Part 14), 426 practitioners were asked questions on their education and training, general health knowledge and experience, and knowledge and attitudes about birth control. Data collected in 1978, 1983, and 1994 can be used individually or merged together on a unique household identifier found in Part 15 (with the exception of the Medical Practitioners and Extension Workers data).
Curated

Agricultural and Demographic Records for Rural Households in the North, 1860: [Instructional Materials] (ICPSR 3463)

Released/updated on: 2002-10-17
Geographic coverage: Vermont, Indiana, United States, Minnesota, Kansas, New York (state), New Jersey, Michigan, Pennsylvania, Iowa, Illinois, Connecticut, Missouri, New Hampshire, Ohio, Maryland, Wisconsin
Time period: 1860-01-01--1860-12-31
These instructional materials were prepared for use with AGRICULTURAL AND DEMOGRAPHIC RECORDS FOR HOUSEHOLDS IN THE NORTH, 1860 (ICPSR 7420), compiled by Fred Bateman and James D. Foust. The data file and accompanying documentation are provided to assist educators in (an SPSS portable file) instructing students about the history of agriculture and rural life in the North, just prior to the Civil War. An instructor's handout has also been included. This handout contains the following sections, among others: (1) General goals for student analysis of quantitative datasets, (2) Specific goals in studying this dataset, (3) Suggested appropriate courses for use of the dataset, (4) Tips for using the dataset, and (5) Related secondary source readings. Demographic, occupational, and economic information for over 21,000 rural households in the northern United States in 1860 are presented in the dataset. The data were obtained from the manuscript agricultural and population schedules of the 1860 United States Census and are provided for all households in a single township from each of the 102 randomly-selected counties in 16 northern states. Variables in the dataset include farm values, livestock, and crop production figures for the households that owned or operated farms (over half the households sampled), as well as value of real and personal estate, color, sex, age, literacy, school attendance, occupation, place of birth, and parents' nationality of all individuals residing in the sampled townships.
Curated

Agricultural and Demographic Records of 21,118 Rural Households Selected from the 1860 Manuscript Censuses (ICPSR 9117)

Released/updated on: 1992-02-16
Geographic coverage: United States
Time period: 1860-01-01--1860-12-31
Demographic, occupational and economic information for over 21,000 rural households in the northern United States in 1860 is provided in this dataset. The data were obtained from the manuscript agricultural and population schedules of the 1860 United States Census. Variables include farm values, livestock inventories, and crop production figures for the households that owned or operated farms (over half the households in the study), as well as values of real and personal estate, color, sex, age, literacy, school attendance, occupation, place of birth, and parents' nationality of all individuals residing in the sampled households.
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