The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
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.
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