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`	737,508,685	737508685	100.0%
`birth_date`	9,979,888	9979888	1.4%
`birth_year`	16,462,086	16462086	2.2%
`certifications`	57,552,107	57552107	7.8%
`certifications.end_date`	44,158,353	44158353	6.0%
`certifications.name`	57,552,107	57552107	7.8%
`certifications.organization`	56,305,254	56305254	7.6%
`certifications.start_date`	47,431,448	47431448	6.4%
`countries`	721,461,449	721461449	97.8%
`education`	303,030,055	303030055	41.1%
`education.degrees`	160,684,150	160684150	21.8%
`education.end_date`	260,043,316	260043316	35.3%
`education.gpa`	9,617,846	9617846	1.3%
`education.majors`	193,667,405	193667405	26.3%
`education.minors`	1,578,274	1578274	0.2%
`education.raw`	258,985,562	258985562	35.1%
`education.school`	290,107,321	290107321	39.3%
`education.school.domain`	240,364,874	240364874	32.6%
`education.school.facebook_url`	176,427,464	176427464	23.9%
`education.school.id`	246,412,453	246412453	33.4%
`education.school.linkedin_id`	207,468,572	207468572	28.1%
`education.school.linkedin_url`	242,794,815	242794815	32.9%
`education.school.location`	235,889,221	235889221	32.0%
`education.school.location.continent`	235,889,221	235889221	32.0%
`education.school.location.country`	235,876,721	235876721	32.0%
`education.school.location.locality`	167,547,469	167547469	22.7%
`education.school.location.name`	235,889,221	235889221	32.0%
`education.school.location.region`	201,822,705	201822705	27.4%
`education.school.name`	290,092,725	290092725	39.3%
`education.school.raw`	288,296,616	288296616	39.1%
`education.school.twitter_url`	167,512,344	167512344	22.7%
`education.school.type`	276,409,587	276409587	37.5%
`education.school.website`	240,364,874	240364874	32.6%
`education.start_date`	264,033,849	264033849	35.8%
`education.summary`	52,533,343	52533343	7.1%
`emails`	203,392,607	203392607	27.6%
`emails.address`	203,392,607	203392607	27.6%
`emails.first_seen`	203,392,607	203392607	27.6%
`emails.last_seen`	203,392,607	203392607	27.6%
`emails.num_sources`	203,392,607	203392607	27.6%
`emails.type`	185,981,993	185981993	25.2%
`experience`	528,077,848	528077848	71.6%
`experience.company`	501,127,000	501127000	67.9%
`experience.company.facebook_url`	247,538,721	247538721	33.6%
`experience.company.founded`	307,412,973	307412973	41.7%
`experience.company.id`	382,194,408	382194408	51.8%
`experience.company.industry`	365,845,662	365845662	49.6%
`experience.company.linkedin_id`	382,194,408	382194408	51.8%
`experience.company.linkedin_url`	382,194,408	382194408	51.8%
`experience.company.location`	366,371,200	366371200	49.7%
`experience.company.location.address_line_2`	36,982,097	36982097	5.0%
`experience.company.location.continent`	365,729,126	365729126	49.6%
`experience.company.location.country`	366,367,058	366367058	49.7%
`experience.company.location.geo`	303,451,935	303451935	41.1%
`experience.company.location.locality`	302,114,987	302114987	41.0%
`experience.company.location.metro`	144,585,462	144585462	19.6%
`experience.company.location.name`	366,371,200	366371200	49.7%
`experience.company.location.postal_code`	154,940,569	154940569	21.0%
`experience.company.location.region`	330,002,685	330002685	44.7%
`experience.company.location.street_address`	172,581,307	172581307	23.4%
`experience.company.name`	501,127,000	501127000	67.9%
`experience.company.raw`	500,931,702	500931702	67.9%
`experience.company.size`	382,194,408	382194408	51.8%
`experience.company.ticker`	92,275,655	92275655	12.5%
`experience.company.twitter_url`	243,192,883	243192883	33.0%
`experience.company.type`	382,194,408	382194408	51.8%
`experience.company.website`	353,102,566	353102566	47.9%
`experience.end_date`	230,744,112	230744112	31.3%
`experience.first_seen`	528,077,848	528077848	71.6%
`experience.is_primary`	528,077,848	528077848	71.6%
`experience.last_seen`	528,077,848	528077848	71.6%
`experience.location_names`	183,408,859	183408859	24.9%
`experience.num_sources`	528,077,848	528077848	71.6%
`experience.start_date`	324,269,397	324269397	44.0%
`experience.summary`	136,829,932	136829932	18.6%
`experience.title`	526,162,347	526162347	71.3%
`experience.title.levels`	181,479,630	181479630	24.6%
`experience.title.name`	526,162,347	526162347	71.3%
`experience.title.raw`	526,162,347	526162347	71.3%
`experience.title.role`	238,896,469	238896469	32.4%
`experience.title.sub_role`	165,187,811	165187811	22.4%
`facebook_friends`	6,558,517	6558517	0.9%
`facebook_id`	31,740,361	31740361	4.3%
`facebook_url`	30,804,567	30804567	4.2%
`facebook_username`	30,804,567	30804567	4.2%
`first_name`	737,508,685	737508685	100.0%
`first_seen`	737,508,685	737508685	100.0%
`full_name`	737,508,685	737508685	100.0%
`github_url`	1,002,826	1002826	0.1%
`github_username`	1,002,826	1002826	0.1%
`headline`	38,462,189	38462189	5.2%
`id`	737,508,685	737508685	100.0%
`industry`	402,094,167	402094167	54.5%
`inferred_salary`	253,464,839	253464839	34.4%
`inferred_years_experience`	324,481,277	324481277	44.0%
`interests`	35,780,500	35780500	4.9%
`job_company_12mo_employee_growth_rate`	299,892,223	299892223	40.7%
`job_company_employee_count`	304,260,678	304260678	41.3%
`job_company_facebook_url`	153,694,522	153694522	20.8%
`job_company_founded`	218,624,754	218624754	29.6%
`job_company_id`	304,284,256	304284256	41.3%
`job_company_industry`	280,906,655	280906655	38.1%
`job_company_inferred_revenue`	304,260,678	304260678	41.3%
`job_company_linkedin_id`	304,284,256	304284256	41.3%
`job_company_linkedin_url`	304,284,256	304284256	41.3%
`job_company_location_address_line_2`	14,950,267	14950267	2.0%
`job_company_location_continent`	285,465,752	285465752	38.7%
`job_company_location_country`	286,276,644	286276644	38.8%
`job_company_location_geo`	212,943,630	212943630	28.9%
`job_company_location_locality`	213,280,732	213280732	28.9%
`job_company_location_metro`	92,464,903	92464903	12.5%
`job_company_location_name`	286,283,156	286283156	38.8%
`job_company_location_postal_code`	100,244,485	100244485	13.6%
`job_company_location_region`	243,065,998	243065998	33.0%
`job_company_location_street_address`	107,913,246	107913246	14.6%
`job_company_name`	444,137,870	444137870	60.2%
`job_company_size`	304,284,256	304284256	41.3%
`job_company_ticker`	46,116,212	46116212	6.3%
`job_company_total_funding_raised`	57,819,497	57819497	7.8%
`job_company_twitter_url`	151,603,274	151603274	20.6%
`job_company_type`	304,284,256	304284256	41.3%
`job_company_website`	270,187,998	270187998	36.6%
`job_history`	531,686,903	531686903	72.1%
`job_history.company_id`	389,637,674	389637674	52.8%
`job_history.company_name`	505,092,575	505092575	68.5%
`job_history.first_seen`	531,686,903	531686903	72.1%
`job_history.last_seen`	531,686,903	531686903	72.1%
`job_history.num_sources`	531,686,903	531686903	72.1%
`job_history.title`	529,795,349	529795349	71.8%
`job_last_changed`	473,022,614	473022614	64.1%
`job_last_verified`	473,022,614	473022614	64.1%
`job_onet_broad_occupation`	216,779,869	216779869	29.4%
`job_onet_code`	216,779,869	216779869	29.4%
`job_onet_major_group`	216,779,869	216779869	29.4%
`job_onet_minor_group`	216,779,869	216779869	29.4%
`job_onet_specific_occupation`	216,779,869	216779869	29.4%
`job_onet_specific_occupation_detail`	85,813,168	85813168	11.6%
`job_start_date`	271,817,515	271817515	36.9%
`job_summary`	60,915,374	60915374	8.3%
`job_title`	471,393,953	471393953	63.9%
`job_title_levels`	120,020,008	120020008	16.3%
`job_title_role`	156,985,217	156985217	21.3%
`job_title_sub_role`	91,464,350	91464350	12.4%
`languages`	81,821,569	81821569	11.1%
`languages.name`	81,821,569	81821569	11.1%
`languages.proficiency`	21,914,388	21914388	3.0%
`last_initial`	737,508,685	737508685	100.0%
`last_name`	726,013,557	726013557	98.4%
`linkedin_connections`	463,793,873	463793873	62.9%
`linkedin_id`	476,287,241	476287241	64.6%
`linkedin_url`	685,083,790	685083790	92.9%
`linkedin_username`	685,083,790	685083790	92.9%
`location_address_line_2`	3,417,978	3417978	0.5%
`location_continent`	721,459,259	721459259	97.8%
`location_country`	721,443,052	721443052	97.8%
`location_geo`	437,615,648	437615648	59.3%
`location_last_updated`	707,153,556	707153556	95.9%
`location_locality`	438,460,583	438460583	59.5%
`location_metro`	140,033,464	140033464	19.0%
`location_name`	721,455,359	721455359	97.8%
`location_names`	443,557,938	443557938	60.1%
`location_postal_code`	27,078,248	27078248	3.7%
`location_region`	500,911,685	500911685	67.9%
`location_street_address`	27,072,148	27072148	3.7%
`middle_initial`	121,437,800	121437800	16.5%
`middle_name`	107,915,837	107915837	14.6%
`mobile_phone`	57,443,158	57443158	7.8%
`name_aliases`	38,299,063	38299063	5.2%
`num_records`	737,508,685	737508685	100.0%
`num_sources`	737,508,685	737508685	100.0%
`personal_emails`	92,522,573	92522573	12.5%
`phone_numbers`	81,393,606	81393606	11.0%
`phones`	81,393,606	81393606	11.0%
`phones.first_seen`	81,393,606	81393606	11.0%
`phones.last_seen`	81,393,606	81393606	11.0%
`phones.num_sources`	81,393,606	81393606	11.0%
`phones.number`	81,393,606	81393606	11.0%
`possible_birth_dates`	8,098,752	8098752	1.1%
`possible_emails`	74,093,787	74093787	10.0%
`possible_emails.address`	74,093,787	74093787	10.0%
`possible_emails.first_seen`	74,093,787	74093787	10.0%
`possible_emails.last_seen`	74,093,787	74093787	10.0%
`possible_emails.num_sources`	74,093,787	74093787	10.0%
`possible_emails.type`	64,156,462	64156462	8.7%
`possible_location_names`	285,791,592	285791592	38.8%
`possible_phones`	22,817,069	22817069	3.1%
`possible_phones.first_seen`	22,817,069	22817069	3.1%
`possible_phones.last_seen`	22,817,069	22817069	3.1%
`possible_phones.num_sources`	22,817,069	22817069	3.1%
`possible_phones.number`	22,817,069	22817069	3.1%
`possible_profiles`	15,868,314	15868314	2.2%
`possible_profiles.first_seen`	15,868,314	15868314	2.2%
`possible_profiles.id`	11,187,561	11187561	1.5%
`possible_profiles.last_seen`	15,868,314	15868314	2.2%
`possible_profiles.network`	15,868,314	15868314	2.2%
`possible_profiles.num_sources`	15,868,314	15868314	2.2%
`possible_profiles.url`	15,868,314	15868314	2.2%
`possible_profiles.username`	15,005,662	15005662	2.0%
`possible_street_addresses`	10,772,658	10772658	1.5%
`possible_street_addresses.address_line_2`	3,756,342	3756342	0.5%
`possible_street_addresses.continent`	10,772,658	10772658	1.5%
`possible_street_addresses.country`	10,772,658	10772658	1.5%
`possible_street_addresses.first_seen`	10,772,658	10772658	1.5%
`possible_street_addresses.geo`	10,737,004	10737004	1.5%
`possible_street_addresses.last_seen`	10,772,658	10772658	1.5%
`possible_street_addresses.locality`	10,772,658	10772658	1.5%
`possible_street_addresses.metro`	9,817,275	9817275	1.3%
`possible_street_addresses.name`	10,772,658	10772658	1.5%
`possible_street_addresses.num_sources`	10,772,658	10772658	1.5%
`possible_street_addresses.postal_code`	10,718,922	10718922	1.5%
`possible_street_addresses.region`	10,772,658	10772658	1.5%
`possible_street_addresses.street_address`	10,772,658	10772658	1.5%
`profiles`	737,508,685	737508685	100.0%
`profiles.first_seen`	737,508,685	737508685	100.0%
`profiles.id`	502,134,136	502134136	68.1%
`profiles.last_seen`	737,508,685	737508685	100.0%
`profiles.network`	737,508,685	737508685	100.0%
`profiles.num_sources`	737,508,685	737508685	100.0%
`profiles.url`	737,508,685	737508685	100.0%
`profiles.username`	737,508,685	737508685	100.0%
`recommended_personal_email`	92,520,436	92520436	12.5%
`regions`	504,498,525	504498525	68.4%
`sex`	517,992,167	517992167	70.2%
`skills`	148,404,392	148404392	20.1%
`street_addresses`	34,484,745	34484745	4.7%
`street_addresses.address_line_2`	16,804,511	16804511	2.3%
`street_addresses.continent`	34,484,745	34484745	4.7%
`street_addresses.country`	34,484,745	34484745	4.7%
`street_addresses.first_seen`	34,484,745	34484745	4.7%
`street_addresses.geo`	34,365,505	34365505	4.7%
`street_addresses.last_seen`	34,484,745	34484745	4.7%
`street_addresses.locality`	34,484,745	34484745	4.7%
`street_addresses.metro`	32,202,854	32202854	4.4%
`street_addresses.name`	34,484,745	34484745	4.7%
`street_addresses.num_sources`	34,484,745	34484745	4.7%
`street_addresses.postal_code`	34,388,749	34388749	4.7%
`street_addresses.region`	34,484,745	34484745	4.7%
`street_addresses.street_address`	34,484,745	34484745	4.7%
`summary`	115,792,801	115792801	15.7%
`twitter_url`	12,717,876	12717876	1.7%
`twitter_username`	12,717,876	12717876	1.7%
`work_email`	85,954,135	85954135	11.7%

Stats shown are accurate as of data version 29.0