{"doc_desc":{"idno":"DDI_LBR_2024_LAC-HL_v01_M_v01_A_ESS","producers":[{"name":"Liberia Institute of Statistics and Geo-Information Services","abbr":"LISGIS","affiliation":"Government of the Republic of Liberia","role":"Documentation of the study"},{"name":"Ministry of Agriculture","abbr":"MOA","affiliation":"Government of the Republic of Liberia","role":"Documentation of the study"},{"name":"Statistics Division","abbr":"ESS","affiliation":"Food and Agriculture Organization of the United Nations","role":"Technical assistance / Metadata adapted for FAM"},{"name":"Development Data Group","abbr":"DECDG","affiliation":"The World Bank","role":"Metadata adapted for World Bank Microdata Library"}],"version_statement":{"version":"Identical to a metadata (LBR_2024_LAC-HL_v01_M_v01_A_ESS) published on FAO microdata repository (https://microdata.fao.org/index.php/catalog). Some of the metadata fields have been edited."}},"study_desc":{"title_statement":{"idno":"LBR_2024_LAC-HL_v01_M_v01_A_ESS","title":"Agriculture Census 2024, Household Listing","alternate_title":"LAC-HL 2024"},"authoring_entity":[{"name":"Liberia Institute of Statistics and Geo-Information Services","affiliation":"Government of Liberia"}],"production_statement":{"producers":[{"name":"Ministry of Agriculture","affiliation":"Government of Liberia","role":"Collaborator"},{"name":"Food and Agriculture Organization of the United Nations","abbr":"FAO","affiliation":"United Nations","role":"Technical assistance"},{"name":"50x2030 Initiative","affiliation":"Global partnership program led by the World Bank (WB), the Food and Agriculture Organization of the United Nations (FAO), and the International Fund for Agricultural Development (IFAD)","role":"Technical and financial support for the design, implementation, and analysis of the survey"}],"funding_agencies":[{"name":"Government of Liberia","abbr":"GoL","role":"Funder"},{"name":"World Bank","abbr":"WB","role":"Funder"}]},"distribution_statement":{"contact":[{"name":"Liberia Institute of Statistics and Geo-Information Services","affiliation":"Government of Liberia","email":"lisgis.admin@lisgis.gov.lr","uri":"https://lisgis.gov.lr/ "},{"name":"Matthew Wantoe, Director for ICT Division","affiliation":"Liberia Institute of Statistics and Geo-Information Services","email":"matthew.wantoe@lisgis.gov.lr ","uri":"https://lisgis.gov.lr/ "}]},"series_statement":{"series_name":"Agricultural Census [ag/census]","series_info":"The LAC-2024 is an integrated census and survey programme conducted in line with the WCA 2020 recommendations. The census is also aligned with the objectives of the 50x2030 Initiative to Close the Agricultural Data Gap. The LAC-2024 is expected to be followed by a series of annual modular agriculture surveys, including the 2024 income, labour and productivity (ILP) and the 2025 production methods and environment (PME) surveys. As part of the census operations, community-level information was collected through focus group discussions with community leaders and other knowledgeable persons within the community.\n\nThe LAC-2024 also includes the Liberia Agriculture Census 2024 - Community Operations study: https://microdata.fao.org/index.php/catalog/2710."},"study_info":{"keywords":[{"keyword":"Agriculture"},{"keyword":"Household Demographics"},{"keyword":"Land Ownership"},{"keyword":"Crop Production"},{"keyword":"Farm Equipment"},{"keyword":"Agricultural Inputs"},{"keyword":"Extension Services"},{"keyword":"Holding"},{"keyword":"Rural Households"},{"keyword":"Land Use"},{"keyword":"Land Tenure"},{"keyword":"Subsistence Farming"}],"abstract":"The Government of Liberia and its development partners recognized agriculture as a pivotal sector in fostering economic growth, reducing poverty, and achieving food security. Since the post-war period (insert dates) , the government in collaboration with development partners, has made substantial investments to develop and expand the agriculture sector. Over the years, policymakers and data users in the agriculture sector have experienced significant challenges in obtaining the data needed to monitor and evaluate these interventions and make informed decisions on new interventions. To address these challenges, the Liberia Institute of Statistics and Geo-Information Services (LISGIS) and the Ministry of Agriculture (MoA) conducted several ad hoc agricultural surveys. While valuable, these surveys have often been limited in scope and unable to provide the comprehensive data needed for effective policymaking and planning. To support the sector more robustly, the government decided to undertake a comprehensive agricultural census:the Liberia Agriculture Census 2024, the second agricultural census in Liberia since 1971 and the first to be conducted digitally, aimed to collect structural and reliable data on various aspects of the agricultural sector.\n\nThe main objectives of the LAC-2024 was to:\n\u00b7 Reduce the existing data gap in Liberia's agriculture sector.\n\u00b7 Provide comprehensive data on the agriculture sector for policy formulation and evaluation of existing programmes.\n\u00b7 Enable LISGIS to establish an agriculture master sampling frame for future agricultural surveys and research.\n\u00b7 Identify the structural changes in the agriculture sector over time.\n\u00b7 Provide information on crop, livestock, poultry, and aquaculture activities.\n\u00b7 Determine the size, composition, practices and related characteristics of Liberia's agricultural holdings.\n\u00b7 Generate disaggregated agriculture statistics.\n\u00b7 Provide statistics for advocacy on Liberia's agriculture sector.\n\u00b7 Identify agricultural practices and constraints at the community level.\n\nTo achieve these objectives, the LAC-2024 was designed to collect structural data at the household, non-household and community levels. The data provided a wealth of information on the state of agriculture in Liberia. This documentation provides information on  how data was collected at the household level. The documentation also provides useful information on the household anonymized dataset.","coll_dates":[{"start":"2024-01-22","end":"2024-03-22"}],"nation":[{"name":"Liberia","abbreviation":"LBR"}],"geog_coverage":"National coverage","analysis_unit":"Households","universe":"The universe for the Liberia Agriculture Census 2024 household level data collection is all households in Liberia having at least one member engaged in agricultural activity during the 2022/2023 farming season.","data_kind":"Census/enumeration data [cen]","notes":"The scope of the Liberia Agriculture Census 2024 household level data collection includes:\n\n- Agricultural households and members characteristics\n- Hired labour practices\n- Land use\n- Types of agricultural activities\n- Inputs, tools and equipment used\n- Types and number of livestock and poultry raised."},"method":{"data_collection":{"sampling_procedure":"The Liberia Agriculture Census 2024 (LAC-2024) was a sampled census conducted in all 15 counties of Liberia. The sampling frame used for the LAC-2024 is based on the 2022 National Population and Housing Census (2022-NPHC), conducted by the LISGIS. The sample design for the census was a stratified cluster sample with enumeration areas (EAs) as clusters and farming households as units of interest. In line with budget availability, a large sample of 4,800 EAs was considered for the LAC-2024. These EAs had a total of 269,652 agricultural households in the frame. The sample was allocated by strata (districts, urban/rural) proportional to the numbers of farming households in the frame. In total, about 78.8% of the sample was allocated to rural areas. The stratified sample of EAs was selected with a probability proportional to the number of farming households at EA level.\nA complete listing of all households (both agricultural and non-agricultural) was carried out in the selected EAs and detailed questions were addressed to all households that practiced agricultural activities during the 2022/2023 farming season. The results of the LAC-2024 are representative at the district level.\n\nFor more information on the LAC-2024 sampling methodology, see the methodology section of the Liberia Agriculture Census 2024 Household Report (available in the downloads tab).","coll_mode":["Computer Assisted Personal Interview [capi]"],"research_instrument":"The LAC-2024 employed three questionnaires: the Household Questionnaire, the Community Questionnaire and the Non-Household Questionnaire. These three questionnaires were based on the 50x2030 Initiative standard model questionnaires. The Liberia Agriculture Census Technical Working Group (LAC-TWG), comprising technical staff from LISGIS,Ministry of Agriculture (MOA), National Fishery and Aquaculture Authority (NaFAA), Cooperative Development Agency (CDA) and the Ministry of Internal Affairs (MIA) worked with technicians from the 50x2030 Initiative to adapt the questionnaires to Liberia's context and realities. Suggestions and inputs were solicited from various stakeholders representing government ministries, agencies and commissions(termed MACs by LISGIS), nongovernmental and international organizations as well as academic institutions researching agricultural issues. All questionnaires were finalized in English. Some questions in the questionnaires were translated into simple Liberian English, to ease administration.\nThe household questionnaire included type of agricultural activities practiced, household members characteristics, housing conditions, hired labour practices, agricultural parcels and plots characteristics, types of crops and methods of crop cultivation, inputs, tools and equipment used, type and number of livestock and poultry.\nThe household questionnaire was administered to the household head or an adult member of the household with knowledge of the household and its agricultural activities. The primary respondent (i.e., the household member that provided most of the information for the questionnaire or a given module, household member, or crop) sometimes varied across modules.","coll_situation":"The data collection was carried out from January to March 2024, covering all counties in Liberia. Teams of enumerators conducted interviews using tablets with CAPI (Computer-Assisted Personal Interviewing) software. The process included household interviews, community group discussions, and observational methods. \nThe LAC-2024 data collection at the household level was conducted by 160 teams. Each team was composed of one supervisor, four enumerators, and one GIS specialist, who also served as an additional enumerator. All teams were deployed to their first EA by regional and national monitors, using LISGIS vehicles. Thereafter, teams were responsible to travel  to remaining EA using the transportation allowances provided to each team member. A total of 30 data quality assurance officers (two in each county) were deployed to assist teams with technical issues of  the CAPI applications. The work of the teams was coordinated by 11 regional and 22 national monitors, who routinely visited teams, checked data quality, flagged and corrected potential errors and provided in-field training where necessary. At LISGIS central office, there were 5 monitors, called HQ monitors, who monitored the LAC-2024 dashboard daily and reported all identified errors and inconsistencies to regional and national monitors for appropriate actions.\n\nData collection faced challenges such as difficult terrain and poor internet connectivity, which caused delays in data synchronization. Despite these challenges, supervision and regular quality checks assured the quality of the data.","weight":"Sampling weights were generated to ensure extrapolation of the agriculture census results at the national, county and districts levels.\n\nFor further details on sampling weights, see the methodology section of the Liberia Agriculture Census 2024 Household Report (available in the downloads tab)..","cleaning_operations":"The data was edited using CSpro software, version 7.7.3. The appropriate edit rules were established by programmers and subject matter specialists at LISGIS and MOA.\nIn a  few cases, manual editing was applied to recode  the  \u201cother specify\u201d category. The SPSS software was used for this purpose."},"method_notes":"The dataset was anonymized using statistical disclosure control methods to protect respondent confidentiality while maintaining data utility. This was conducted in accordance with the protocols of the FAO Statistical Standard on Microdata dissemination Microdata dissemination <https://openknowledge.fao.org/server/api/core/bitstreams/57cc85ec-db1b-4ef1-a3a5-5f2369c0eaf1/content>","analysis_info":{"response_rate":"92.8%"}},"data_access":{"dataset_use":{"conf_dec":[{"txt":"Confidentiality of respondents is guaranteed by the National Statistics and Geo-Information Act of Liberia, enacted 2004 and the United Nations Fundamental Principles on Official Statistics, specifically principle six. Before being granted access to the dataset, all users have to formally agree: \n\n1. To make no copies of any files or portions of files to which s/he is granted access except those authorized by LISGIS. \n2. Not to use any technique in an attempt to learn the identity of any person, household, non-household or community not identified on public use data files. \n3. To hold in strictest confidence the identification of any establishment or individual that may be inadvertently revealed in any documents or discussion, or analysis. Such inadvertent identification revealed in her/his analysis will be immediately brought to the attention of the data depositor."}],"cit_req":"Liberia Institute of Statistics and Geo-Information Services. Liberia Agriculture Census 2024 (LAC-2024) , Ref. LBR-LAC-2024_v01. Dataset downloaded from https://lisgis.gov.lr/","conditions":"The dataset has been anonymized and is available as a Public Use Dataset. It is accessible to all for statistical and research purposes only, under the following terms and conditions:\n\n1. The data and other materials will not be redistributed or sold to other individuals, institutions, or organizations without the written agreement of LISGIS.\n2. The data will be used for statistical and scientific research purposes only. They will be used solely for reporting of aggregated information, and not for investigation of specific individuals or organizations.\n3. No attempt will be made to re-identify respondents, and no use will be made of the identity of any person or establishment discovered inadvertently. Any such discovery would immediately be reported to LISGIS.\n4. No attempt will be made to produce links among datasets provided by LISGIS, or among data from LISGIS and other datasets that could identify individuals or organizations.\n5. Any books, articles, conference papers, theses, dissertations, reports, or other publications that employ data obtained from LISGIS will cite the source of data in accordance with the Citation Requirement provided with each dataset.\n6. An electronic copy of all reports and publications based on the requested data will be sent to LISGIS.\n\nThe original collectors of the data, LISGIS, MOA, and the relevant funding agencies bear no responsibility for use of the data or for interpretations or inferences based upon such uses.","disclaimer":"The user of the data acknowledges that the authorized distributor of the data (i.e., LISGIS), MOA and the relevant funding agency bear no responsibility for use of the data or for interpretations or inferences based upon such 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