Datasets:

Nason
/

onet-database

Source: O*NET 31.0 Database, USDOL/ETA, CC BY 4.0. See README for attribution, modifications, grain, interpretation and limitations. Original MM/YYYY update dates remain strings.

occupation_data

O*NET-SOC 2019 occupation codes, titles and descriptions; one row per occupation.

Source file: db_31_0_csv/occupation_data.csv Rows: 1,016

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
description	VARCHAR	0.0%	Accommodate hotel, motel, and resort patrons by registering and assigning roo...

job_titles

Alternate job titles and original source codes; many titles per occupation.

Source file: db_31_0_csv/job_titles.csv Rows: 54,269

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
job_title	VARCHAR	0.0%	.NET Programmer
short_title	VARCHAR	91.8%	3D Animator
sources	VARCHAR	0.0%	01	Original comma-separated job-title source codes, including leading zeroes. See official dictionary.

sample_of_reported_titles

Sample job titles reported by workers, with My Next Move display flag.

Source file: db_31_0_csv/sample_of_reported_titles.csv Rows: 8,189

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
reported_job_title	VARCHAR	0.0%	3D Animator (Three-Dimensional Animator)
shown_in_my_next_move	VARCHAR	0.0%	N

essential_skills

Essential-skill importance and level ratings with uncertainty, flags and update month.

Source file: db_31_0_csv/essential_skills.csv Rows: 18,200

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
element_id	VARCHAR	0.0%	2.A.1.a	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Active Learning
scale_id	VARCHAR	0.0%	IM	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	Importance
data_value	DECIMAL(18,2)	0.0%	0.00	Native scale rating or category percentage; not a worker-level observation.
n	INTEGER	0.0%	8
standard_error	DECIMAL(18,4)	0.0%	0.0000
lower_ci_bound	DECIMAL(18,4)	0.0%	0.0000
upper_ci_bound	DECIMAL(18,4)	0.0%	0.0000
recommend_suppress	VARCHAR	0.0%	N	Y = low precision; retain source value but omit from substantive examples.
not_relevant	VARCHAR	50.0%	N	Y = not relevant; NULL is not an explicit N.
update_date	VARCHAR	0.0%	06/2010	Original MM/YYYY update month, not survey date, annual panel year or day-precision date.
domain_source	VARCHAR	0.0%	Analyst

transferable_skills

Transferable-skill importance and level ratings with uncertainty, flags and update month.

Source file: db_31_0_csv/transferable_skills.csv Rows: 45,500

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
element_id	VARCHAR	0.0%	2.B.1.a	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Complex Problem Solving
scale_id	VARCHAR	0.0%	IM	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	Importance
data_value	DECIMAL(18,2)	0.0%	0.00	Native scale rating or category percentage; not a worker-level observation.
n	INTEGER	0.0%	8
standard_error	DECIMAL(18,4)	0.0%	0.0000
lower_ci_bound	DECIMAL(18,4)	0.0%	0.0000
upper_ci_bound	DECIMAL(18,4)	0.0%	0.0000
recommend_suppress	VARCHAR	0.0%	N	Y = low precision; retain source value but omit from substantive examples.
not_relevant	VARCHAR	50.0%	N	Y = not relevant; NULL is not an explicit N.
update_date	VARCHAR	0.0%	06/2010	Original MM/YYYY update month, not survey date, annual panel year or day-precision date.
domain_source	VARCHAR	0.0%	Analyst

work_context

Work-context scale means and separate response-category percentages; never pool scales/categories.

Source file: db_31_0_csv/work_context.csv Rows: 305,389

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
element_id	VARCHAR	0.0%	4.C.1.a.2.c	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Conflict Situations
scale_id	VARCHAR	0.0%	CT	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	Context
category	INTEGER	17.0%	1	Nullable: mean rows have no category; category distributions join work_context_categories on element_id, scale_id AND category.
data_value	DECIMAL(18,2)	0.0%	0.00	Native scale rating or category percentage; not a worker-level observation.
n	INTEGER	0.2%	10
standard_error	DECIMAL(18,4)	27.6%	0.0000
lower_ci_bound	DECIMAL(18,4)	41.7%	0.0003
upper_ci_bound	DECIMAL(18,4)	41.7%	0.0148
recommend_suppress	VARCHAR	27.5%	N	Y = low precision; retain source value but omit from substantive examples.
not_relevant	VARCHAR	100.0%		Y = not relevant; NULL is not an explicit N.
update_date	VARCHAR	0.0%	06/2006	Original MM/YYYY update month, not survey date, annual panel year or day-precision date.
domain_source	VARCHAR	0.0%	Analyst - Transition

content_model_reference

Definitions of content-model elements, including hierarchy nodes beyond this subset.

Source file: db_31_0_csv/content_model_reference.csv Rows: 3,006

Column	Type	Nulls	Example	Join
element_id	VARCHAR	0.0%	1	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Abilities
description	VARCHAR	80.5%	A statement of required or important duties performed by workers in an occupa...

scales_reference

Scale labels and native minimum/maximum values; no cross-scale normalization.

Source file: db_31_0_csv/scales_reference.csv Rows: 33

Column	Type	Nulls	Example	Join
scale_id	VARCHAR	0.0%	AO	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	% Time
minimum	INTEGER	0.0%	-3
maximum	INTEGER	0.0%	10

level_scale_anchors

Illustrative descriptions for points on level scales; includes other O*NET domains.

Source file: db_31_0_csv/level_scale_anchors.csv Rows: 483

Column	Type	Nulls	Example	Join
element_id	VARCHAR	0.0%	1.A.1.a.1	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Active Learning
scale_id	VARCHAR	0.0%	LV	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	Level
anchor_value	INTEGER	0.0%	1
anchor_description	VARCHAR	0.0%	Act as general contractor for building a large industrial complex

work_context_categories

Labels keyed by element, scale and category for work-context response distributions.

Source file: db_31_0_csv/work_context_categories.csv Rows: 281

Column	Type	Nulls	Example	Join
element_id	VARCHAR	0.0%	4.C.1.a.2.c	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Conflict Situations
scale_id	VARCHAR	0.0%	CTP	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	Context (Categories 1-3)
category	INTEGER	0.0%	1	Nullable: mean rows have no category; category distributions join work_context_categories on element_id, scale_id AND category.
category_description	VARCHAR	0.0%	40 hours

occupation_level_metadata

Collection modes, response rates and demographics; not population microdata.

Source file: db_31_0_csv/occupation_level_metadata.csv Rows: 32,280

Column	Type	Nulls	Example	Join
onet_soc_code	VARCHAR	0.0%	11-1011.00	Join occupation_data on the complete 10-character O*NET-SOC code; not a unique key in other tables.
title	VARCHAR	0.0%	Accountants and Auditors
item	VARCHAR	0.0%	Data Collection Mode
response	VARCHAR	14.5%	1-2 Years
n	INTEGER	11.7%	100
percent	DECIMAL(18,1)	2.8%	0.0
update_date	VARCHAR	0.0%	06/2006	Original MM/YYYY update month, not survey date, annual panel year or day-precision date.

survey_booklet_locations

Survey question identifiers keyed by element and scale; includes other domains.

Source file: db_31_0_csv/survey_booklet_locations.csv Rows: 211

Column	Type	Nulls	Example	Join
element_id	VARCHAR	0.0%	2.C.1.a	Join content_model_reference; hierarchy codes remain text.
element_name	VARCHAR	0.0%	Administration and Management
survey_item_number	VARCHAR	0.0%	GW01
scale_id	VARCHAR	0.0%	AO	Join scales_reference; retain scale in rating keys.
scale_name	VARCHAR	0.0%	% Time

Field definitions and source headers

occupation_data

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
description	Description	O*NET-SOC Description

job_titles

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
job_title	Job Title	Alternate occupational title
short_title	Short Title	Short version of alternate title (if applicable)
sources	Source(s)	List of source codes — see below

sample_of_reported_titles

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
reported_job_title	Reported Job Title	Title from incumbents or occupational experts
shown_in_my_next_move	Shown in My Next Move	Whether title is shown on My Next Move career page (Y=yes, N=no)

essential_skills

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
data_value	Data Value	Rating associated with the O*NET-SOC occupation
n	N	Sample size
standard_error	Standard Error	Standard Error
lower_ci_bound	Lower CI Bound	Lower 95% confidence interval bound
upper_ci_bound	Upper CI Bound	Upper 95% confidence interval bound
recommend_suppress	Recommend Suppress	Low precision indicator (Y=yes, N=no)
not_relevant	Not Relevant	Not relevant for the occupation (Y=yes, N=no)
update_date	Date	Date when data was updated
domain_source	Domain Source	Source of the data

transferable_skills

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
data_value	Data Value	Rating associated with the O*NET-SOC occupation
n	N	Sample size
standard_error	Standard Error	Standard Error
lower_ci_bound	Lower CI Bound	Lower 95% confidence interval bound
upper_ci_bound	Upper CI Bound	Upper 95% confidence interval bound
recommend_suppress	Recommend Suppress	Low precision indicator (Y=yes, N=no)
not_relevant	Not Relevant	Not relevant for the occupation (Y=yes, N=no)
update_date	Date	Date when data was updated
domain_source	Domain Source	Source of the data

work_context

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
category	Category	Percent frequency category
data_value	Data Value	Rating associated with the O*NET-SOC occupation
n	N	Sample size
standard_error	Standard Error	Standard Error
lower_ci_bound	Lower CI Bound	Lower 95% confidence interval bound
upper_ci_bound	Upper CI Bound	Upper 95% confidence interval bound
recommend_suppress	Recommend Suppress	Low precision indicator (Y=yes, N=no)
not_relevant	Not Relevant	Not relevant for the occupation (Y=yes, N=no)
update_date	Date	Date when data was updated
domain_source	Domain Source	Source of the data

content_model_reference

Official dictionary

Column	Original header	Definition
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
description	Description	Content Model Element Description

scales_reference

Official dictionary

Column	Original header	Definition
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
minimum	Minimum	Scale Minimum
maximum	Maximum	Scale Maximum

level_scale_anchors

Official dictionary

Column	Original header	Definition
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
anchor_value	Anchor Value	Anchor value associated with element
anchor_description	Anchor Description	Detail description of anchor associated with element

work_context_categories

Official dictionary

Column	Original header	Definition
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name
category	Category	Category value associated with element
category_description	Category Description	Detail description of category associated with element

occupation_level_metadata

Official dictionary

Column	Original header	Definition
onet_soc_code	O*NET-SOC Code	O*NET-SOC Code
title	Title	O*NET-SOC Title
item	Item	Occupation level statistics
response	Response	Type of response
n	N	Sample size for occupation
percent	Percent	Percentage of responses
update_date	Date	Date when data was updated

survey_booklet_locations

Official dictionary

Column	Original header	Definition
element_id	Element ID	Content Model Outline Position
element_name	Element Name	Content Model Element Name
survey_item_number	Survey Item Number	Survey Booklet Location Number
scale_id	Scale ID	Scale ID
scale_name	Scale Name	Scale Name

Job-title source code legend

The source description “see below” refers to this legend: 01 professional associations; 02 incumbent/occupational expert; 03 occupational code assignment; 04 SOC references; 07 government agencies; 08 USDOL/ETA and O*NET Center; 09 user input/web applications; 10 employer job postings. Multiple codes remain comma-delimited strings.