Resume Stats

Description

The Resume Slice Dataset is a subset of our full Person Dataset and is composed of all the records containing a LinkedIn URL in the profiles array. The table below summarizes some key statistics and fill rates for fields within this dataset. Premium fields are not accessible by default. Common Use Cases Candidate Search, Prospect Search, Custom Audiences, Career Path Prediction/Labor Force Modeling, Investment Sourcing

Field	Count	Numeric	Fill Percentage
`Total`	817,838,859	817838859	100.0%
`activity_score`	756,660,317	756660317	92.5%
`activity_score_factors`	756,660,317	756660317	92.5%
`activity_score_factors.connection_change`	756,660,317	756660317	92.5%
`activity_score_factors.months_since_last_end_resume`	101,312,013	101312013	12.4%
`activity_score_factors.profile_change`	756,660,317	756660317	92.5%
`birth_date`	9,392,845	9392845	1.1%
`birth_year`	15,322,076	15322076	1.9%
`certifications`	70,329,554	70329554	8.6%
`certifications.end_date`	51,965,346	51965346	6.4%
`certifications.name`	70,329,554	70329554	8.6%
`certifications.organization`	69,238,906	69238906	8.5%
`certifications.start_date`	59,832,374	59832374	7.3%
`countries`	804,515,452	804515452	98.4%
`education`	370,916,695	370916695	45.4%
`education.degrees`	181,428,278	181428278	22.2%
`education.end_date`	316,038,201	316038201	38.6%
`education.gpa`	10,782,118	10782118	1.3%
`education.majors`	217,337,923	217337923	26.6%
`education.minors`	1,778,951	1778951	0.2%
`education.raw`	308,117,687	308117687	37.7%
`education.school`	370,408,058	370408058	45.3%
`education.school.domain`	321,020,192	321020192	39.3%
`education.school.facebook_url`	223,747,759	223747759	27.4%
`education.school.id`	330,215,767	330215767	40.4%
`education.school.linkedin_id`	330,215,767	330215767	40.4%
`education.school.linkedin_url`	330,215,756	330215756	40.4%
`education.school.location`	316,081,799	316081799	38.6%
`education.school.location.continent`	316,081,799	316081799	38.6%
`education.school.location.country`	316,076,599	316076599	38.6%
`education.school.location.locality`	304,871,788	304871788	37.3%
`education.school.location.name`	316,081,799	316081799	38.6%
`education.school.location.region`	310,282,487	310282487	37.9%
`education.school.name`	370,334,911	370334911	45.3%
`education.school.raw`	368,098,480	368098480	45.0%
`education.school.twitter_url`	211,614,373	211614373	25.9%
`education.school.type`	358,178,411	358178411	43.8%
`education.school.website`	321,020,192	321020192	39.3%
`education.start_date`	322,913,273	322913273	39.5%
`education.summary`	77,485,613	77485613	9.5%
`emails`	225,606,871	225606871	27.6%
`emails.address`	225,606,871	225606871	27.6%
`emails.first_seen`	225,606,871	225606871	27.6%
`emails.last_seen`	225,606,871	225606871	27.6%
`emails.md5_hash`	225,606,871	225606871	27.6%
`emails.num_sources`	225,606,871	225606871	27.6%
`emails.sha_256_hash`	225,606,871	225606871	27.6%
`emails.type`	206,652,140	206652140	25.3%
`experience`	591,275,666	591275666	72.3%
`experience.company`	562,928,369	562928369	68.8%
`experience.company.facebook_url`	288,189,918	288189918	35.2%
`experience.company.founded`	358,156,456	358156456	43.8%
`experience.company.id`	446,568,852	446568852	54.6%
`experience.company.industry`	432,082,957	432082957	52.8%
`experience.company.industry_v2`	425,827,703	425827703	52.1%
`experience.company.linkedin_id`	446,568,852	446568852	54.6%
`experience.company.linkedin_url`	446,568,852	446568852	54.6%
`experience.company.location`	435,725,375	435725375	53.3%
`experience.company.location.address_line_2`	73,494,809	73494809	9.0%
`experience.company.location.continent`	435,049,043	435049043	53.2%
`experience.company.location.country`	435,722,502	435722502	53.3%
`experience.company.location.geo`	407,322,286	407322286	49.8%
`experience.company.location.locality`	410,873,347	410873347	50.2%
`experience.company.location.metro`	163,657,546	163657546	20.0%
`experience.company.location.name`	435,725,375	435725375	53.3%
`experience.company.location.postal_code`	360,024,055	360024055	44.0%
`experience.company.location.region`	416,646,028	416646028	50.9%
`experience.company.location.street_address`	329,689,401	329689401	40.3%
`experience.company.name`	562,928,369	562928369	68.8%
`experience.company.raw`	562,926,222	562926222	68.8%
`experience.company.size`	446,568,852	446568852	54.6%
`experience.company.ticker`	103,496,016	103496016	12.7%
`experience.company.twitter_url`	233,330,802	233330802	28.5%
`experience.company.type`	446,568,852	446568852	54.6%
`experience.company.website`	410,141,957	410141957	50.1%
`experience.end_date`	259,354,658	259354658	31.7%
`experience.first_seen`	591,275,666	591275666	72.3%
`experience.is_primary`	591,275,666	591275666	72.3%
`experience.last_seen`	591,275,666	591275666	72.3%
`experience.location_names`	246,322,844	246322844	30.1%
`experience.num_sources`	591,275,666	591275666	72.3%
`experience.start_date`	362,636,211	362636211	44.3%
`experience.summary`	176,389,259	176389259	21.6%
`experience.title`	589,112,084	589112084	72.0%
`experience.title.class`	409,760,696	409760696	50.1%
`experience.title.levels`	203,613,655	203613655	24.9%
`experience.title.name`	589,112,084	589112084	72.0%
`experience.title.raw`	589,112,084	589112084	72.0%
`experience.title.role`	409,760,696	409760696	50.1%
`experience.title.sub_role`	353,508,030	353508030	43.2%
`facebook_friends`	6,139,726	6139726	0.8%
`facebook_id`	30,348,678	30348678	3.7%
`facebook_url`	29,469,395	29469395	3.6%
`facebook_username`	29,469,395	29469395	3.6%
`first_name`	817,838,859	817838859	100.0%
`first_seen`	817,838,859	817838859	100.0%
`full_name`	817,838,859	817838859	100.0%
`github_url`	2,247,405	2247405	0.3%
`github_username`	2,247,405	2247405	0.3%
`headline`	301,892,837	301892837	36.9%
`id`	817,838,859	817838859	100.0%
`industry`	447,627,809	447627809	54.7%
`inferred_salary`	348,545,549	348545549	42.6%
`inferred_salary_confidence`	266,586,816	266586816	32.6%
`inferred_salary_high`	266,586,816	266586816	32.6%
`inferred_salary_low`	266,586,816	266586816	32.6%
`inferred_years_experience`	356,729,279	356729279	43.6%
`interests`	34,836,242	34836242	4.3%
`job_company_12mo_employee_growth_rate`	346,486,713	346486713	42.4%
`job_company_employee_count`	351,823,811	351823811	43.0%
`job_company_facebook_url`	174,541,476	174541476	21.3%
`job_company_founded`	251,521,471	251521471	30.8%
`job_company_id`	351,855,570	351855570	43.0%
`job_company_industry`	335,414,779	335414779	41.0%
`job_company_industry_v2`	330,538,065	330538065	40.4%
`job_company_inferred_revenue`	351,823,811	351823811	43.0%
`job_company_linkedin_id`	351,855,570	351855570	43.0%
`job_company_linkedin_url`	351,855,570	351855570	43.0%
`job_company_location_address_line_2`	29,615,022	29615022	3.6%
`job_company_location_continent`	338,004,835	338004835	41.3%
`job_company_location_country`	338,839,689	338839689	41.4%
`job_company_location_geo`	306,816,307	306816307	37.5%
`job_company_location_locality`	311,085,235	311085235	38.0%
`job_company_location_metro`	102,442,592	102442592	12.5%
`job_company_location_name`	338,844,827	338844827	41.4%
`job_company_location_postal_code`	247,415,777	247415777	30.3%
`job_company_location_region`	318,622,486	318622486	39.0%
`job_company_location_street_address`	218,258,634	218258634	26.7%
`job_company_name`	487,556,441	487556441	59.6%
`job_company_size`	351,855,570	351855570	43.0%
`job_company_ticker`	50,047,447	50047447	6.1%
`job_company_total_funding_raised`	65,675,468	65675468	8.0%
`job_company_twitter_url`	128,343,066	128343066	15.7%
`job_company_type`	351,855,570	351855570	43.0%
`job_company_website`	309,490,200	309490200	37.8%
`job_history`	591,366,407	591366407	72.3%
`job_history.company_id`	450,611,021	450611021	55.1%
`job_history.company_name`	563,665,616	563665616	68.9%
`job_history.first_seen`	591,366,407	591366407	72.3%
`job_history.last_seen`	591,366,407	591366407	72.3%
`job_history.num_sources`	591,366,407	591366407	72.3%
`job_history.title`	589,209,695	589209695	72.0%
`job_last_changed`	510,639,820	510639820	62.4%
`job_last_verified`	510,639,820	510639820	62.4%
`job_onet_broad_occupation`	235,869,281	235869281	28.8%
`job_onet_code`	235,869,281	235869281	28.8%
`job_onet_major_group`	235,869,281	235869281	28.8%
`job_onet_minor_group`	235,869,281	235869281	28.8%
`job_onet_specific_occupation`	235,869,281	235869281	28.8%
`job_onet_specific_occupation_detail`	94,099,995	94099995	11.5%
`job_start_date`	299,205,572	299205572	36.6%
`job_summary`	81,994,768	81994768	10.0%
`job_title`	509,933,912	509933912	62.4%
`job_title_class`	311,262,628	311262628	38.1%
`job_title_levels`	131,635,420	131635420	16.1%
`job_title_role`	311,262,628	311262628	38.1%
`job_title_sub_role`	246,370,881	246370881	30.1%
`languages`	85,967,782	85967782	10.5%
`languages.name`	85,967,782	85967782	10.5%
`languages.proficiency`	55,102,201	55102201	6.7%
`last_initial`	817,838,859	817838859	100.0%
`last_name`	800,776,544	800776544	97.9%
`linkedin_connections`	488,645,116	488645116	59.7%
`linkedin_id`	616,378,762	616378762	75.4%
`linkedin_url`	756,660,317	756660317	92.5%
`linkedin_username`	756,660,317	756660317	92.5%
`location_address_line_2`	3,407,613	3407613	0.4%
`location_continent`	804,528,547	804528547	98.4%
`location_country`	804,486,236	804486236	98.4%
`location_geo`	543,250,614	543250614	66.4%
`location_last_updated`	785,655,057	785655057	96.1%
`location_locality`	550,773,459	550773459	67.3%
`location_metro`	149,397,557	149397557	18.3%
`location_name`	804,528,547	804528547	98.4%
`location_names`	556,827,997	556827997	68.1%
`location_postal_code`	26,025,538	26025538	3.2%
`location_region`	597,583,252	597583252	73.1%
`location_street_address`	26,927,206	26927206	3.3%
`middle_initial`	133,000,816	133000816	16.3%
`middle_name`	119,730,058	119730058	14.6%
`mobile_phone`	58,015,480	58015480	7.1%
`name_aliases`	50,317,937	50317937	6.2%
`num_records`	817,838,859	817838859	100.0%
`num_sources`	817,838,859	817838859	100.0%
`personal_emails`	90,734,188	90734188	11.1%
`phone_numbers`	90,512,987	90512987	11.1%
`phones`	90,512,987	90512987	11.1%
`phones.first_seen`	90,512,987	90512987	11.1%
`phones.last_seen`	90,512,987	90512987	11.1%
`phones.num_sources`	90,512,987	90512987	11.1%
`phones.number`	90,512,987	90512987	11.1%
`possible_birth_dates`	7,730,133	7730133	0.9%
`possible_emails`	70,761,305	70761305	8.7%
`possible_emails.address`	70,761,305	70761305	8.7%
`possible_emails.first_seen`	70,761,305	70761305	8.7%
`possible_emails.last_seen`	70,761,305	70761305	8.7%
`possible_emails.md5_hash`	70,761,305	70761305	8.7%
`possible_emails.num_sources`	70,761,305	70761305	8.7%
`possible_emails.sha_256_hash`	70,761,305	70761305	8.7%
`possible_emails.type`	61,168,548	61168548	7.5%
`possible_location_names`	353,877,190	353877190	43.3%
`possible_phones`	21,222,996	21222996	2.6%
`possible_phones.first_seen`	21,222,996	21222996	2.6%
`possible_phones.last_seen`	21,222,996	21222996	2.6%
`possible_phones.num_sources`	21,222,996	21222996	2.6%
`possible_phones.number`	21,222,996	21222996	2.6%
`possible_profiles`	14,901,338	14901338	1.8%
`possible_profiles.first_seen`	14,901,338	14901338	1.8%
`possible_profiles.id`	10,767,684	10767684	1.3%
`possible_profiles.last_seen`	14,901,338	14901338	1.8%
`possible_profiles.network`	14,901,338	14901338	1.8%
`possible_profiles.num_sources`	14,901,338	14901338	1.8%
`possible_profiles.url`	14,901,338	14901338	1.8%
`possible_profiles.username`	14,072,342	14072342	1.7%
`possible_street_addresses`	9,651,955	9651955	1.2%
`possible_street_addresses.address_line_2`	3,409,811	3409811	0.4%
`possible_street_addresses.continent`	9,651,955	9651955	1.2%
`possible_street_addresses.country`	9,651,955	9651955	1.2%
`possible_street_addresses.first_seen`	9,651,955	9651955	1.2%
`possible_street_addresses.geo`	9,651,799	9651799	1.2%
`possible_street_addresses.last_seen`	9,651,955	9651955	1.2%
`possible_street_addresses.locality`	9,651,907	9651907	1.2%
`possible_street_addresses.metro`	8,778,691	8778691	1.1%
`possible_street_addresses.name`	9,651,955	9651955	1.2%
`possible_street_addresses.num_sources`	9,651,955	9651955	1.2%
`possible_street_addresses.postal_code`	9,616,830	9616830	1.2%
`possible_street_addresses.region`	9,651,928	9651928	1.2%
`possible_street_addresses.street_address`	9,651,955	9651955	1.2%
`profile_score`	817,838,859	817838859	100.0%
`profile_score_factors`	817,838,859	817838859	100.0%
`profile_score_factors.attribute_fill_rate`	817,838,859	817838859	100.0%
`profile_score_factors.has_valid_url`	817,838,859	817838859	100.0%
`profile_score_factors.meets_connection_threshold`	817,838,859	817838859	100.0%
`profile_score_factors.profile_age_months`	817,838,859	817838859	100.0%
`profiles`	817,838,859	817838859	100.0%
`profiles.first_seen`	817,838,859	817838859	100.0%
`profiles.id`	649,552,540	649552540	79.4%
`profiles.last_seen`	817,838,859	817838859	100.0%
`profiles.network`	817,838,859	817838859	100.0%
`profiles.num_sources`	817,838,859	817838859	100.0%
`profiles.url`	817,838,859	817838859	100.0%
`profiles.username`	817,838,859	817838859	100.0%
`recommended_personal_email`	90,732,405	90732405	11.1%
`regions`	606,548,179	606548179	74.2%
`sex`	572,827,591	572827591	70.0%
`skills`	221,994,474	221994474	27.1%
`street_addresses`	34,249,034	34249034	4.2%
`street_addresses.address_line_2`	16,010,893	16010893	2.0%
`street_addresses.continent`	34,249,034	34249034	4.2%
`street_addresses.country`	34,249,034	34249034	4.2%
`street_addresses.first_seen`	34,249,034	34249034	4.2%
`street_addresses.geo`	34,200,601	34200601	4.2%
`street_addresses.last_seen`	34,249,034	34249034	4.2%
`street_addresses.locality`	34,244,751	34244751	4.2%
`street_addresses.metro`	30,854,643	30854643	3.8%
`street_addresses.name`	34,249,034	34249034	4.2%
`street_addresses.num_sources`	34,249,034	34249034	4.2%
`street_addresses.postal_code`	32,672,801	32672801	4.0%
`street_addresses.region`	34,248,767	34248767	4.2%
`street_addresses.street_address`	34,249,034	34249034	4.2%
`summary`	168,342,046	168342046	20.6%
`twitter_url`	12,467,590	12467590	1.5%
`twitter_username`	12,467,590	12467590	1.5%
`work_email`	83,064,820	83064820	10.2%

Stats shown are accurate as of data version 36.0

General

API Overview

Person Data

Person APIs

Company Data

Company APIs

IP Data

IP API

Job Posting Data

Job Posting API

Supporting APIs

Data Standardization

Free Datasets

Libraries

Connections

Resources

Data License

Description

​Description

Description