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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 10 new columns ({'Occupation Mean Annual Wage', 'Occupation Employment', 'Importance', 'O*NET-SOC Code', 'Skill ID (O*NET Generalized Work Activity ID)', 'Frequency', 'Relevance', 'Category', 'Task Type', 'Skill (O*NET Work Activity)'}) and 7 missing columns ({'User ID', 'Interpersonal Communication Requirement', 'Human Agency Scale Rating', 'Physical Action Requirement', 'Involved Uncertainty', 'Domain Expertise Requirement', 'Automation Capacity Rating'}).
This happened while the csv dataset builder was generating data using
hf://datasets/SALT-NLP/WORKBank/task_data/task_statement_with_metadata.csv (at revision d2d83830e4fd6c3cf230fd815ad1f7686cf2adab)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
O*NET-SOC Code: string
Occupation (O*NET-SOC Title): string
Task ID: int64
Task: string
Task Type: string
Date: string
Category: double
Frequency: double
Importance: double
Relevance: double
Occupation Mean Annual Wage: double
Occupation Employment: double
Skill (O*NET Work Activity): string
Skill ID (O*NET Generalized Work Activity ID): string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2109
to
{'Task ID': Value('int64'), 'Occupation (O*NET-SOC Title)': Value('string'), 'Task': Value('string'), 'User ID': Value('string'), 'Date': Value('string'), 'Automation Capacity Rating': Value('int64'), 'Physical Action Requirement': Value('int64'), 'Involved Uncertainty': Value('int64'), 'Domain Expertise Requirement': Value('int64'), 'Interpersonal Communication Requirement': Value('int64'), 'Human Agency Scale Rating': Value('int64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 10 new columns ({'Occupation Mean Annual Wage', 'Occupation Employment', 'Importance', 'O*NET-SOC Code', 'Skill ID (O*NET Generalized Work Activity ID)', 'Frequency', 'Relevance', 'Category', 'Task Type', 'Skill (O*NET Work Activity)'}) and 7 missing columns ({'User ID', 'Interpersonal Communication Requirement', 'Human Agency Scale Rating', 'Physical Action Requirement', 'Involved Uncertainty', 'Domain Expertise Requirement', 'Automation Capacity Rating'}).
This happened while the csv dataset builder was generating data using
hf://datasets/SALT-NLP/WORKBank/task_data/task_statement_with_metadata.csv (at revision d2d83830e4fd6c3cf230fd815ad1f7686cf2adab)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Task ID
int64 | Occupation (O*NET-SOC Title)
string | Task
string | User ID
string | Date
string | Automation Capacity Rating
int64 | Physical Action Requirement
int64 | Involved Uncertainty
int64 | Domain Expertise Requirement
int64 | Interpersonal Communication Requirement
int64 | Human Agency Scale Rating
int64 |
|---|---|---|---|---|---|---|---|---|---|---|
3,226 | Advertising and Promotions Managers | Inspect layouts and advertising copy, and edit scripts, audio, video, and other promotional material for adherence to specifications. | RedTiger | 2025/3/16 | 4 | 1 | 1 | 2 | 1 | 2 |
21,567 | Appraisers and Assessors of Real Estate | Verify legal descriptions of properties by comparing them to county records. | YellowZebra | 2025/3/16 | 3 | 1 | 2 | 4 | 1 | 2 |
3,970 | Technical Writers | Review published materials and recommend revisions or changes in scope, format, content, and methods of reproduction and binding. | BrownFox | 2025/3/18 | 4 | 3 | 3 | 3 | 3 | 3 |
22,655 | Writers and Authors | Vary language and tone of messages based on product and medium. | BrownFox | 2025/3/19 | 4 | 1 | 1 | 2 | 1 | 2 |
22,654 | Writers and Authors | Present drafts and ideas to clients. | BrownFox | 2025/3/19 | 3 | 3 | 1 | 3 | 5 | 3 |
22,660 | Writers and Authors | Review advertising trends, consumer surveys, and other data regarding marketing of goods and services to determine the best way to promote products. | BrownFox | 2025/3/19 | 5 | 1 | 1 | 2 | 1 | 2 |
22,657 | Writers and Authors | Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material. | BrownFox | 2025/3/19 | 4 | 1 | 1 | 2 | 1 | 2 |
22,658 | Writers and Authors | Conduct research and interviews to determine which of a product's selling features should be promoted. | BrownFox | 2025/3/19 | 4 | 1 | 3 | 3 | 1 | 2 |
8,961 | Statisticians | Design research projects that apply valid scientific techniques, and use information obtained from baselines or historical data to structure uncompromised and efficient analyses. | OrangeWolf | 2025/3/24 | 1 | 1 | 3 | 3 | 4 | 4 |
16,246 | Biostatisticians | Calculate sample size requirements for clinical studies. | OrangeWolf | 2025/3/24 | 3 | 1 | 1 | 1 | 1 | 2 |
20,558 | Photographers | Transfer photographs to computers for editing, archiving, and electronic transmission. | BrownFox | 2025/3/24 | 5 | 1 | 1 | 1 | 1 | 1 |
9,352 | Photographers | Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software. | BrownFox | 2025/3/24 | 5 | 1 | 1 | 1 | 1 | 1 |
9,357 | Photographers | Enhance, retouch, and resize photographs and negatives, using airbrushing and other techniques. | BrownFox | 2025/3/24 | 5 | 1 | 1 | 1 | 2 | 2 |
9,351 | Photographers | Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas. | BrownFox | 2025/3/24 | 5 | 1 | 1 | 1 | 1 | 1 |
9,354 | Photographers | Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies. | BrownFox | 2025/3/24 | 5 | 1 | 1 | 1 | 1 | 1 |
16,786 | Bioinformatics Scientists | Develop new software applications or customize existing applications to meet specific scientific project needs. | BlackCat | 2025/3/24 | 4 | 2 | 2 | 5 | 2 | 2 |
16,790 | Bioinformatics Scientists | Create novel computational approaches and analytical tools as required by research goals. | BlackCat | 2025/3/24 | 4 | 2 | 3 | 5 | 2 | 2 |
16,795 | Bioinformatics Scientists | Analyze large molecular datasets, such as raw microarray data, genomic sequence data, or proteomics data, for clinical or basic research purposes. | BlackCat | 2025/3/24 | 4 | 3 | 3 | 5 | 2 | 2 |
16,791 | Bioinformatics Scientists | Compile data for use in activities, such as gene expression profiling, genome annotation, or structural bioinformatics. | BlackCat | 2025/3/24 | 4 | 2 | 3 | 5 | 2 | 2 |
16,793 | Bioinformatics Scientists | Manipulate publicly accessible, commercial, or proprietary genomic, proteomic, or post-genomic databases. | BlackCat | 2025/3/24 | 4 | 2 | 3 | 5 | 2 | 2 |
16,788 | Bioinformatics Scientists | Create or modify web-based bioinformatics tools. | BlackCat | 2025/3/24 | 4 | 2 | 3 | 5 | 2 | 2 |
16,783 | Bioinformatics Scientists | Instruct others in the selection and use of bioinformatics tools. | BlackCat | 2025/3/24 | 3 | 3 | 4 | 5 | 4 | 4 |
16,807 | Molecular and Cellular Biologists | Maintain accurate laboratory records and data. | BlackCat | 2025/3/24 | 3 | 3 | 4 | 5 | 2 | 3 |
23,905 | Molecular and Cellular Biologists | Prepare or review reports, manuscripts, or meeting presentations. | BlackCat | 2025/3/24 | 3 | 3 | 4 | 5 | 2 | 3 |
16,808 | Molecular and Cellular Biologists | Instruct undergraduate and graduate students within the areas of cellular or molecular biology. | BlackCat | 2025/3/24 | 2 | 4 | 3 | 5 | 5 | 5 |
16,814 | Molecular and Cellular Biologists | Compile and analyze molecular or cellular experimental data and adjust experimental designs as necessary. | BlackCat | 2025/3/24 | 3 | 2 | 3 | 5 | 2 | 3 |
2,817 | Desktop Publishers | View monitors for visual representation of work in progress and for instructions and feedback throughout process, making modifications as necessary. | BrownKangaroo | 2025/4/6 | 2 | 3 | 3 | 3 | 4 | 4 |
16,265 | Biostatisticians | Analyze clinical or survey data, using statistical approaches such as longitudinal analysis, mixed-effect modeling, logistic regression analyses, and model-building techniques. | PurpleBear | 2025/3/24 | 4 | 1 | 4 | 4 | 2 | 3 |
16,246 | Biostatisticians | Calculate sample size requirements for clinical studies. | PurpleBear | 2025/3/24 | 4 | 1 | 3 | 4 | 1 | 1 |
16,252 | Biostatisticians | Prepare tables and graphs to present clinical data or results. | PurpleBear | 2025/3/24 | 4 | 1 | 3 | 4 | 2 | 4 |
16,249 | Biostatisticians | Write program code to analyze data with statistical analysis software. | PurpleBear | 2025/3/24 | 4 | 1 | 3 | 4 | 2 | 4 |
16,150 | Business Intelligence Analysts | Generate standard or custom reports summarizing business, financial, or economic data for review by executives, managers, clients, and other stakeholders. | PurpleBear | 2025/3/24 | 3 | 1 | 3 | 3 | 4 | 4 |
16,140 | Business Intelligence Analysts | Manage timely flow of business intelligence information to users. | PurpleBear | 2025/3/24 | 2 | 1 | 3 | 3 | 4 | 4 |
16,146 | Business Intelligence Analysts | Collect business intelligence data from available industry reports, public information, field reports, or purchased sources. | PurpleBear | 2025/3/24 | 2 | 1 | 2 | 3 | 3 | 4 |
16,136 | Business Intelligence Analysts | Identify or monitor current and potential customers, using business intelligence tools. | PurpleBear | 2025/3/24 | 3 | 1 | 3 | 3 | 2 | 3 |
16,143 | Business Intelligence Analysts | Disseminate information regarding tools, reports, or metadata enhancements. | PurpleBear | 2025/3/24 | 3 | 1 | 3 | 3 | 4 | 3 |
16,284 | Clinical Data Managers | Process clinical data, including receipt, entry, verification, or filing of information. | PurpleBear | 2025/3/24 | 3 | 2 | 4 | 3 | 2 | 2 |
16,280 | Clinical Data Managers | Generate data queries, based on validation checks or errors and omissions identified during data entry, to resolve identified problems. | PurpleBear | 2025/3/24 | 3 | 1 | 4 | 4 | 2 | 4 |
16,279 | Clinical Data Managers | Monitor work productivity or quality to ensure compliance with standard operating procedures. | PurpleBear | 2025/3/24 | 2 | 2 | 3 | 2 | 4 | 2 |
16,277 | Clinical Data Managers | Prepare data analysis listings and activity, performance, or progress reports. | PurpleBear | 2025/3/24 | 3 | 1 | 4 | 4 | 2 | 4 |
16,283 | Clinical Data Managers | Analyze clinical data using appropriate statistical tools. | PurpleBear | 2025/3/24 | 3 | 1 | 4 | 4 | 2 | 4 |
16,270 | Clinical Data Managers | Develop technical specifications for data management programming and communicate needs to information technology staff. | PurpleBear | 2025/3/24 | 2 | 1 | 3 | 3 | 4 | 4 |
16,274 | Clinical Data Managers | Track the flow of work forms, including in-house data flow or electronic forms transfer. | PurpleBear | 2025/3/24 | 2 | 2 | 3 | 3 | 2 | 2 |
20,483 | Architects, Except Landscape and Naval | Develop final construction plans that include aesthetic representations of the structure or details for its construction. | PurpleBear | 2025/3/24 | 2 | 1 | 5 | 5 | 4 | 5 |
20,479 | Architects, Except Landscape and Naval | Prepare scale drawings or architectural designs, using computer-aided design or other tools. | PurpleBear | 2025/3/24 | 4 | 1 | 3 | 4 | 2 | 3 |
130 | Architects, Except Landscape and Naval | Prepare information regarding design, structure specifications, materials, color, equipment, estimated costs, or construction time. | PurpleBear | 2025/3/24 | 2 | 1 | 4 | 4 | 3 | 5 |
136 | Architects, Except Landscape and Naval | Integrate engineering elements into unified architectural designs. | PurpleBear | 2025/3/24 | 2 | 1 | 4 | 4 | 2 | 2 |
20,486 | Architects, Except Landscape and Naval | Plan layouts of structural architectural projects. | PurpleBear | 2025/3/24 | 2 | 1 | 4 | 4 | 3 | 3 |
134 | Architects, Except Landscape and Naval | Prepare contract documents for building contractors. | PurpleBear | 2025/3/24 | 2 | 1 | 3 | 3 | 4 | 4 |
19,596 | Architects, Except Landscape and Naval | Plan or design structures such as residences, office buildings, theatres, factories, or other structural properties in accordance with environmental, safety, or other regulations. | PurpleBear | 2025/3/24 | 2 | 1 | 5 | 4 | 3 | 4 |
20,488 | Architects, Except Landscape and Naval | Create three-dimensional or interactive representations of designs, using computer-assisted design software. | PurpleBear | 2025/3/24 | 4 | 1 | 2 | 3 | 2 | 2 |
19,594 | Architects, Except Landscape and Naval | Gather information related to projects' environmental sustainability or operational efficiency. | PurpleBear | 2025/3/24 | 1 | 3 | 3 | 3 | 3 | 4 |
5,503 | Geographers | Create and modify maps, graphs, or diagrams, using geographical information software and related equipment, and principles of cartography, such as coordinate systems, longitude, latitude, elevation, topography, and map scales. | BlackCat | 2025/3/25 | 4 | 2 | 4 | 4 | 2 | 2 |
5,511 | Geographers | Study the economic, political, and cultural characteristics of a specific region's population. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
5,506 | Geographers | Locate and obtain existing geographic information databases. | BlackCat | 2025/3/25 | 3 | 3 | 4 | 4 | 2 | 3 |
5,505 | Geographers | Develop, operate, and maintain geographical information computer systems, including hardware, software, plotters, digitizers, printers, and video cameras. | BlackCat | 2025/3/25 | 3 | 3 | 4 | 4 | 2 | 3 |
16,952 | Transportation Planners | Recommend transportation system improvements or projects, based on economic, population, land-use, or traffic projections. | BlackCat | 2025/3/25 | 2 | 4 | 4 | 4 | 5 | 4 |
20,976 | Transportation Planners | Interpret data from traffic modeling software, geographic information systems, or associated databases. | BlackCat | 2025/3/25 | 2 | 4 | 4 | 5 | 4 | 4 |
16,943 | Transportation Planners | Prepare reports or recommendations on transportation planning. | BlackCat | 2025/3/25 | 2 | 3 | 4 | 4 | 4 | 4 |
18,295 | Precision Agriculture Technicians | Document and maintain records of precision agriculture information. | BlackCat | 2025/3/25 | 3 | 3 | 4 | 4 | 2 | 3 |
9,350 | Photographers | Review sets of photographs to select the best work. | BrownFox | 2025/3/25 | 2 | 4 | 4 | 4 | 3 | 4 |
20,560 | Photographers | Write photograph captions. | BrownFox | 2025/3/25 | 5 | 1 | 1 | 1 | 1 | 1 |
18,282 | Precision Agriculture Technicians | Identify spatial coordinates, using remote sensing and Global Positioning System (GPS) data. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
18,289 | Precision Agriculture Technicians | Create, layer, and analyze maps showing precision agricultural data, such as crop yields, soil characteristics, input applications, terrain, drainage patterns, or field management history. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
20,875 | Precision Agriculture Technicians | Analyze geospatial data to determine agricultural implications of factors such as soil quality, terrain, field productivity, fertilizers, or weather conditions. | BlackCat | 2025/3/25 | 3 | 3 | 3 | 4 | 2 | 3 |
18,278 | Precision Agriculture Technicians | Program farm equipment, such as variable-rate planting equipment or pesticide sprayers, based on input from crop scouting and analysis of field condition variability. | BlackCat | 2025/3/25 | 3 | 3 | 4 | 4 | 2 | 3 |
18,296 | Precision Agriculture Technicians | Draw or read maps, such as soil, contour, or plat maps. | BlackCat | 2025/3/25 | 4 | 2 | 4 | 4 | 2 | 2 |
18,293 | Precision Agriculture Technicians | Analyze remote sensing imagery to identify relationships between soil quality, crop canopy densities, light reflectance, and weather history. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
12,963 | Social Science Research Assistants | Design and create special programs for tasks such as statistical analysis and data entry and cleaning. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 5 | 2 | 2 |
12,955 | Social Science Research Assistants | Perform descriptive and multivariate statistical analyses of data, using computer software. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 5 | 2 | 2 |
12,956 | Social Science Research Assistants | Verify the accuracy and validity of data entered in databases, correcting any errors. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 4 | 2 | 2 |
12,960 | Social Science Research Assistants | Conduct internet-based and library research. | BlackCat | 2025/3/25 | 5 | 2 | 2 | 3 | 2 | 1 |
12,968 | Social Science Research Assistants | Recruit and schedule research participants. | BlackCat | 2025/3/25 | 1 | 5 | 2 | 3 | 5 | 5 |
16,974 | Quality Control Analysts | Interpret test results, compare them to established specifications and control limits, and make recommendations on appropriateness of data for release. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
16,977 | Quality Control Analysts | Complete documentation needed to support testing procedures, including data capture forms, equipment logbooks, or inventory forms. | BlackCat | 2025/3/25 | 3 | 2 | 4 | 4 | 2 | 3 |
16,979 | Quality Control Analysts | Compile laboratory test data and perform appropriate analyses. | BlackCat | 2025/3/25 | 3 | 4 | 2 | 3 | 4 | 3 |
16,964 | Quality Control Analysts | Write technical reports or documentation, such as deviation reports, testing protocols, and trend analyses. | BlackCat | 2025/3/25 | 2 | 5 | 3 | 4 | 5 | 4 |
16,973 | Quality Control Analysts | Investigate or report questionable test results. | BlackCat | 2025/3/25 | 2 | 5 | 3 | 4 | 5 | 4 |
16,966 | Quality Control Analysts | Supply quality control data necessary for regulatory submissions. | BlackCat | 2025/3/25 | 3 | 3 | 3 | 4 | 2 | 3 |
16,976 | Quality Control Analysts | Evaluate analytical methods and procedures to determine how they might be improved. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
16,968 | Quality Control Analysts | Review data from contract laboratories to ensure accuracy and regulatory compliance. | BlackCat | 2025/3/25 | 3 | 2 | 4 | 4 | 2 | 3 |
19,051 | Judicial Law Clerks | Research laws, court decisions, documents, opinions, briefs, or other information related to cases before the court. | BlackCat | 2025/3/25 | 4 | 2 | 4 | 3 | 4 | 2 |
19,047 | Judicial Law Clerks | Draft or proofread judicial opinions, decisions, or citations. | BlackCat | 2025/3/25 | 5 | 1 | 1 | 2 | 2 | 1 |
19,052 | Judicial Law Clerks | Review complaints, petitions, motions, or pleadings that have been filed to determine issues involved or basis for relief. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 3 | 4 | 2 |
19,053 | Judicial Law Clerks | Review dockets of pending litigation to ensure adequate progress. | BlackCat | 2025/3/25 | 5 | 1 | 1 | 2 | 3 | 1 |
19,057 | Judicial Law Clerks | Enter information into computerized court calendar, filing, or case management systems. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 2 | 2 | 2 |
19,056 | Judicial Law Clerks | Coordinate judges' meeting and appointment schedules. | BlackCat | 2025/3/25 | 4 | 4 | 2 | 2 | 3 | 2 |
5,663 | Business Teachers, Postsecondary | Evaluate and grade students' class work, assignments, and papers. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 4 | 2 | 2 |
5,666 | Business Teachers, Postsecondary | Maintain student attendance records, grades, and other required records. | BlackCat | 2025/3/25 | 4 | 2 | 3 | 2 | 2 | 2 |
5,664 | Business Teachers, Postsecondary | Compile, administer, and grade examinations, or assign this work to others. | BlackCat | 2025/3/25 | 3 | 2 | 1 | 5 | 3 | 3 |
5,669 | Business Teachers, Postsecondary | Maintain regularly scheduled office hours to advise and assist students. | BlackCat | 2025/3/25 | 2 | 4 | 1 | 5 | 4 | 4 |
5,673 | Business Teachers, Postsecondary | Collaborate with colleagues to address teaching and research issues. | BlackCat | 2025/3/25 | 2 | 4 | 2 | 5 | 5 | 4 |
5,671 | Business Teachers, Postsecondary | Advise students on academic and vocational curricula and career issues. | BlackCat | 2025/3/25 | 2 | 3 | 1 | 4 | 5 | 4 |
20,058 | Business Teachers, Postsecondary | Develop and maintain course Web sites. | BlackCat | 2025/3/25 | 3 | 3 | 2 | 4 | 4 | 3 |
22,409 | Librarians and Media Collections Specialists | Review and evaluate materials, using book reviews, catalogs, faculty recommendations, and current holdings to select and order print, audio-visual, and electronic resources. | BlackCat | 2025/3/25 | 5 | 2 | 1 | 2 | 3 | 1 |
22,411 | Librarians and Media Collections Specialists | Search standard reference materials, including online sources and the Internet, to answer patrons' reference questions. | BlackCat | 2025/3/25 | 4 | 2 | 1 | 3 | 4 | 2 |
22,417 | Librarians and Media Collections Specialists | Respond to customer complaints, taking action as necessary. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 3 | 4 | 2 |
22,420 | Librarians and Media Collections Specialists | Locate unusual or unique information in response to specific requests. | BlackCat | 2025/3/25 | 3 | 3 | 2 | 3 | 4 | 3 |
22,425 | Librarians and Media Collections Specialists | Develop, maintain, and troubleshoot information access aids, such as databases, annotated bibliographies, Web pages, electronic pathfinders, software programs, and online tutorials. | BlackCat | 2025/3/25 | 4 | 2 | 2 | 5 | 2 | 2 |
22,427 | Librarians and Media Collections Specialists | Compile lists of books, periodicals, articles, and audio-visual materials on particular subjects. | BlackCat | 2025/3/25 | 4 | 2 | 1 | 4 | 2 | 2 |
End of preview.
WORKBank (AI Agent Worker Outlook and Readiness Knowledge Bank) is a database that captures worker desire and technological capability of AI agents for occupational tasks.
The current version of WORKBank includes preferences from 1,500 U.S. domain workers and capability assessments from AI experts, covering over 844 tasks across 104 occupations collected between January and May 2025. This database stems from our project detailed in Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce that introduces a novel auditing framework to assess which occupational tasks workers want AI agents to automate or augment, and how those desires align with the current technological capabilities.
WorkBank Database and Code
To download a data file, use:
from datasets import load_dataset
worker_desire = load_dataset("SALT-NLP/WORKBank", data_files="worker_data/domain_worker_desires.csv")["train"]
expert_ratings = load_dataset("SALT-NLP/WORKBank", data_files="expert_ratings/expert_rated_technological_capability.csv")["train"]
task_meta_data = load_dataset("SALT-NLP/WORKBank", data_files="task_data/task_statement_with_metadata.csv")["train"]
Our github repository contains our Code Book and the code used for analysis and plotting of diagrams.
Want to Launch the Audit in Your Organization?
Unlike traditional surveys, our auditing framework features an audio-enhanced interface and combines quantitative ratings with analysis of audio transcripts. This approach enables more calibrated and context-rich responses. We are also working to support input from additional modalities.
If you're interested in deploying the audit to explore the future of work within your organization, feel free to fill out the interest form.
Citation
Please cite our paper if you use this code or part of it in your work:
@misc{shao2025futureworkaiagents,
title={Future of Work with AI Agents: Auditing Automation and Augmentation Potential across the U.S. Workforce},
author={Yijia Shao and Humishka Zope and Yucheng Jiang and Jiaxin Pei and David Nguyen and Erik Brynjolfsson and Diyi Yang},
year={2025},
eprint={2506.06576},
archivePrefix={arXiv},
primaryClass={cs.CY},
url={https://arxiv.org/abs/2506.06576},
}
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