Occupation by Age and Sex 2020-2024 - STATES

This layer shows Occupation by Age & Sex. This is shown by state and county boundaries. This service contains the most currently released American Community Survey (ACS) 5-year data, and contains estimates and margins of error. There are also additional calculated attributes related to this topic, which can be mapped or used within analysis. This layer is symbolized to show the percent of civilian employed population 16 years and over in healthcare and technical occupations. To see the full list of attributes available in this service, go to the "Data" tab, and choose "Fields" at the top right. Current Vintage: 2020-2024 ACS Table(s): S2401 Data downloaded from: Census Bureau's API for American Community Survey Date of API call: March 3, 2026 National Figures: data.census.gov The United States Census Bureau's American Community Survey (ACS): About the Survey Geography & ACS Technical Documentation News & Updates This ready-to-use layer can be used within ArcGIS Pro, ArcGIS Online, its configurable apps, dashboards, Story Maps, custom apps, and mobile apps. Data can also be exported for offline workflows. Please cite the Census and ACS when using this data. Data Note from the Census: Data are based on a sample and are subject to sampling variability. The degree of uncertainty for an estimate arising from sampling variability is represented through the use of a margin of error. The value shown here is the 90 percent margin of error. The margin of error can be interpreted as providing a 90 percent probability that the interval defined by the estimate minus the margin of error and the estimate plus the margin of error (the lower and upper confidence bounds) contains the true value. In addition to sampling variability, the ACS estimates are subject to nonsampling error (for a discussion of nonsampling variability, see Accuracy of the Data). The effect of nonsampling error is not represented in these tables. Data Processing Notes: Boundaries come from the Cartographic Boundaries via US Census TIGER geodatabases. Boundaries are updated at the same time as the data updates, and the boundary vintage appropriately matches the data vintage as specified by the Census. These are Census boundaries with water and/or coastlines clipped for cartographic purposes. For state and county boundaries, the water and coastlines are derived from the coastlines of the 500k TIGER Cartographic Boundary Shapefiles. The original AWATER and ALAND fields are still available as attributes within the data table (units are square meters). The States layer contains 52 records - all US states, Washington D.C., and Puerto Rico. The Counties (and equivalent) layer contains 3221 records - all counties and equivalent, Washington D.C., and Puerto Rico municipios. See Areas Published. Percentages and derived counts, and associated margins of error, are calculated values (that can be identified by the "_calc_" stub in the field name), and abide by the specifications defined by the American Community Survey. Field alias names were created based on the Table Shells. Margin of error (MOE) values of -555555555 in the API (or "*****" (five asterisks) on data.census.gov) are displayed as 0 in this dataset. The estimates associated with these MOEs have been controlled to independent counts in the ACS weighting and have zero sampling error. So, the MOEs are effectively zeroes, and are treated as zeroes in MOE calculations. Other negative values on the API, such as -222222222, -666666666, -888888888, and -999999999, all represent estimates or MOEs that can't be calculated or can't be published, usually due to small sample sizes. All of these are rendered in this dataset as null (blank) values.本图层展示了按年龄与性别划分的职业分布情况，制图范围涵盖美国各州及郡县的行政边界。 本服务采用当前最新发布的美国社区调查（American Community Survey, ACS）五年期数据，包含统计估算值与误差边际。此外还附带与该主题相关的衍生计算属性，可用于制图或分析工作。 本图层的符号化设置用于展示16岁及以上民用就业人口中，从事医疗保健与技术类职业的人群占比。若要查看本服务中所有可用属性的完整列表，请前往「数据」选项卡，并点击右上角的「字段」选项。 当前数据版本：2020-2024年ACS统计表S2401 数据来源：美国人口普查局美国社区调查API API调用日期：2026年3月3日 全国统计数据来源：data.census.gov 美国人口普查局美国社区调查（ACS）：调查概况、地理与ACS技术文档、最新动态 本图层为可直接使用的数据集，可在ArcGIS Pro、ArcGIS Online及其可配置应用、仪表板、Story Maps、自定义应用与移动应用中调用，数据亦可导出用于离线作业流程。使用本数据时，请注明引用美国人口普查局与ACS数据来源。 人口普查局数据说明：本数据基于抽样调查，存在抽样变异性。由抽样变异性导致的估算值不确定程度通过误差边际（Margin of Error, MOE）体现，本数据集展示的为90%置信水平下的误差边际。误差边际可理解为：估算值加减误差边际所构成的区间（即置信上下限）有90%的概率包含真实数值。除抽样变异性外，ACS估算值还存在非抽样误差（关于非抽样变异性的详细说明，请参阅《数据准确性》文档），本统计表未体现非抽样误差的影响。 数据处理说明：行政边界源自美国人口普查局TIGER地理数据库的制图边界文件。边界数据与主题数据同步更新，且边界版本与普查局指定的数据版本完全匹配。本数据集的普查边界已为制图需求裁剪掉水域及海岸线区域，其中州与郡县边界的水域及海岸线数据源自50万比例尺TIGER制图边界形状文件。数据表中仍保留原始的AWATER（水域面积）与ALAND（陆地面积）字段，单位为平方米。 州级图层共包含52条记录，涵盖美国所有州、华盛顿哥伦比亚特区以及波多黎各各行政区；郡县（含等效行政单元）图层共包含3221条记录，涵盖美国所有郡县及等效行政单元、华盛顿哥伦比亚特区以及波多黎各各市政区。详见已发布的区域统计数据。 占比、衍生计数及对应的误差边际均为衍生计算值（可通过字段名中的「_calc_」前缀识别），其计算规则严格遵循ACS的规范要求。字段别名均基于统计表外壳（Table Shells）定义生成。 API中标记为-555555555的误差边际（MOE）值（或data.census.gov中显示为「*****」的内容）在本数据集中将被显示为0。与这类误差边际对应的估算值已在ACS加权流程中被校准至独立统计值，不存在抽样误差，因此其误差边际实际为0，并在误差边际计算中按0处理。API中其他负值，如-222222222、-666666666、-888888888及-999999999，均代表因样本量过小等原因无法计算或发布的估算值或误差边际，本数据集将此类值统一渲染为空（null/空白）值。