GhostNetworkUser/GhostAI
Text Generation
•
Updated
•
2
Dataset Preview
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 1 new columns ({'geo_name'})
This happened while the csv dataset builder was generating data using
hf://datasets/Anthropic/EconomicIndex/release_2025_09_15/data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv (at revision 8f2f3060b00abb1ba1348e940b7cc490284d7bd3)
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
geo_id: string
geography: string
date_start: string
date_end: string
platform_and_product: string
facet: string
level: int64
variable: string
cluster_name: string
value: double
geo_name: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1553
to
{'geo_id': Value('string'), 'geography': Value('string'), 'date_start': Value('string'), 'date_end': Value('string'), 'platform_and_product': Value('string'), 'facet': Value('string'), 'level': Value('int64'), 'variable': Value('string'), 'cluster_name': Value('string'), 'value': Value('float64')}
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 1 new columns ({'geo_name'})
This happened while the csv dataset builder was generating data using
hf://datasets/Anthropic/EconomicIndex/release_2025_09_15/data/output/aei_enriched_claude_ai_2025-08-04_to_2025-08-11.csv (at revision 8f2f3060b00abb1ba1348e940b7cc490284d7bd3)
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.
geo_id
string | geography
string | date_start
string | date_end
string | platform_and_product
string | facet
string | level
int64 | variable
string | cluster_name
string | value
float64 |
|---|---|---|---|---|---|---|---|---|---|
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
not_classified
| 25 |
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
not_classified
| 62.5 |
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
task iteration
| 15 |
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
task iteration
| 37.5 |
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
country
| 0 |
usage_count
| null | 40 |
AD
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
country
| 0 |
usage_pct
| null | 0.004147 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
directive
| 1,200 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
directive
| 39.853869 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
feedback loop
| 349 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
feedback loop
| 11.590834 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
learning
| 504 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
learning
| 16.738625 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
none
| 75 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
none
| 2.490867 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
task iteration
| 755 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
task iteration
| 25.074726 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_count
|
validation
| 128 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
collaboration
| 0 |
collaboration_pct
|
validation
| 4.251079 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
country
| 0 |
usage_count
| null | 3,011 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
country
| 0 |
usage_pct
| null | 0.312184 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
| 26 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
| 0.8635 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
assist students who need extra help with their coursework outside of class.
| 24 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
assist students who need extra help with their coursework outside of class.
| 0.797077 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
conduct searches to find needed information, using such sources as the internet.
| 18 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
conduct searches to find needed information, using such sources as the internet.
| 0.597808 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
| 23 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
confer with clients regarding the nature of the information processing or computation needs a computer program is to address.
| 0.763866 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
| 72 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
| 2.391232 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
design, build, or maintain web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
| 100 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
design, build, or maintain web sites, using authoring or scripting languages, content creation tools, management tools, and digital media.
| 3.321156 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop briefings, brochures, multimedia presentations, web pages, promotional products, technical illustrations, and computer artwork for use in products, technical manuals, literature, newsletters, and slide shows.
| 33 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop briefings, brochures, multimedia presentations, web pages, promotional products, technical illustrations, and computer artwork for use in products, technical manuals, literature, newsletters, and slide shows.
| 1.095981 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop instructional materials to be used by educators and instructors.
| 20 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop instructional materials to be used by educators and instructors.
| 0.664231 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop instructional materials, such as lesson plans, handouts, or examinations.
| 18 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop instructional materials, such as lesson plans, handouts, or examinations.
| 0.597808 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop new software applications or customize existing applications to meet specific scientific project needs.
| 34 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop new software applications or customize existing applications to meet specific scientific project needs.
| 1.129193 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop or apply data mining and machine learning algorithms.
| 18 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop or apply data mining and machine learning algorithms.
| 0.597808 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
develop transactional web applications, using web programming software and knowledge of programming languages, such as hypertext markup language (html) and extensible markup language (xml).
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
| 90 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
| 2.98904 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
edit or rewrite existing copy as necessary, and submit copy for approval by supervisor.
| 41 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
edit or rewrite existing copy as necessary, and submit copy for approval by supervisor.
| 1.361674 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
edit, standardize, or make changes to material prepared by other writers or establishment personnel.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
edit, standardize, or make changes to material prepared by other writers or establishment personnel.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
| 27 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
instruct individuals in career development techniques such as job search and application strategies, resume writing, and interview skills.
| 0.896712 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
instruct through lectures, discussions, and demonstrations in one or more subjects, such as english, mathematics, or social studies.
| 16 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
instruct through lectures, discussions, and demonstrations in one or more subjects, such as english, mathematics, or social studies.
| 0.531385 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
modify existing programs to enhance efficiency.
| 16 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
modify existing programs to enhance efficiency.
| 0.531385 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
| 115 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.
| 3.819329 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.
| 91 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
modify existing software to correct errors, to adapt it to new hardware, or to upgrade interfaces and improve performance.
| 3.022252 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
none
| 108 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
none
| 3.586848 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
not_classified
| 1,624 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
not_classified
| 53.93557 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
| 31 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
perform initial debugging procedures by reviewing configuration files, logs, or code pieces to determine breakdown source.
| 1.029558 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.
| 47 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
perform routine system administrative functions such as troubleshooting, back-ups, and upgrades.
| 1.560943 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
prepare, rewrite and edit copy to improve readability, or supervise others who do this work.
| 42 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
prepare, rewrite and edit copy to improve readability, or supervise others who do this work.
| 1.394885 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.
| 19 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
provide private instruction to individual or small groups of students to improve academic performance, improve occupational skills, or prepare for academic or occupational tests.
| 0.63102 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
provide professional consulting services to government or industry.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
provide professional consulting services to government or industry.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
| 31 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.
| 1.029558 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
search electronic sources, such as databases or repositories, or manual sources for information.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
search electronic sources, such as databases or repositories, or manual sources for information.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
troubleshoot problems involving office equipment, such as computer hardware and software.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
troubleshoot problems involving office equipment, such as computer hardware and software.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
| 166 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
write new programs or modify existing programs to meet customer requirements, using current programming languages and technologies.
| 5.513119 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
write supporting code for web applications or web sites.
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
write supporting code for web applications or web sites.
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
| 16 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
| 0.531385 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_count
|
write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
| 40 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
onet_task
| 0 |
onet_task_pct
|
write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
| 1.328462 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_count
|
Create comprehensive business documents and formal strategic reports
| 19 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_pct
|
Create comprehensive business documents and formal strategic reports
| 0.63102 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_count
|
Create comprehensive marketing materials and promotional content packages
| 17 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_pct
|
Create comprehensive marketing materials and promotional content packages
| 0.564596 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_count
|
Create, modify, and improve business application dashboards and interfaces
| 16 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_pct
|
Create, modify, and improve business application dashboards and interfaces
| 0.531385 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_count
|
Debug and fix API integrations and third-party service connections
| 15 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_pct
|
Debug and fix API integrations and third-party service connections
| 0.498173 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_count
|
Debug and fix errors in existing Python code
| 18 |
AE
|
country
|
2025-08-04
|
2025-08-11
|
Claude AI (Free and Pro)
|
request
| 0 |
request_pct
|
Debug and fix errors in existing Python code
| 0.597808 |
End of preview.
The Anthropic Economic Index
Overview
The Anthropic Economic Index provides insights into how AI is being incorporated into real-world tasks across the modern economy.
Data Releases
This repository contains multiple data releases, each with its own documentation:
- 2025-09-15 Release: Updated analysis with geographic and first-party API data using Sonnet 4
- 2025-03-27 Release: Updated analysis with Claude 3.7 Sonnet data and cluster-level insights
- 2025-02-10 Release: Initial release with O*NET task mappings, automation vs. augmentation data, and more
Resources
License
Data released under CC-BY, code released under MIT License
Contact
For inquiries, contact [email protected].
Citation
Third release
@online{appelmccrorytamkin2025geoapi,
author = {Ruth Appel and Peter McCrory and Alex Tamkin and Michael Stern and Miles McCain and Tyler Neylon],
title = {Anthropic Economic Index Report: Uneven Geographic and Enterprise AI Adoption},
date = {2025-09-15},
year = {2025},
url = {www.anthropic.com/research/anthropic-economic-index-september-2025-report},
}
Second release
@misc{handa2025economictasksperformedai,
title={Which Economic Tasks are Performed with AI? Evidence from Millions of Claude Conversations},
author={Kunal Handa and Alex Tamkin and Miles McCain and Saffron Huang and Esin Durmus and Sarah Heck and Jared Mueller and Jerry Hong and Stuart Ritchie and Tim Belonax and Kevin K. Troy and Dario Amodei and Jared Kaplan and Jack Clark and Deep Ganguli},
year={2025},
eprint={2503.04761},
archivePrefix={arXiv},
primaryClass={cs.CY},
url={https://arxiv.org/abs/2503.04761},
}
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