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`	737,689,990	737689990	100.0%
`birth_date`	9,976,954	9976954	1.4%
`birth_year`	16,458,347	16458347	2.2%
`certifications`	57,516,363	57516363	7.8%
`certifications.end_date`	44,096,202	44096202	6.0%
`certifications.name`	57,516,363	57516363	7.8%
`certifications.organization`	56,279,692	56279692	7.6%
`certifications.start_date`	47,430,386	47430386	6.4%
`countries`	721,782,680	721782680	97.8%
`education`	302,940,686	302940686	41.1%
`education.degrees`	160,799,342	160799342	21.8%
`education.end_date`	260,059,254	260059254	35.3%
`education.gpa`	9,600,293	9600293	1.3%
`education.majors`	193,612,990	193612990	26.2%
`education.minors`	1,582,512	1582512	0.2%
`education.raw`	258,894,254	258894254	35.1%
`education.school`	290,021,707	290021707	39.3%
`education.school.domain`	240,315,394	240315394	32.6%
`education.school.facebook_url`	176,373,367	176373367	23.9%
`education.school.id`	246,354,372	246354372	33.4%
`education.school.linkedin_id`	207,443,961	207443961	28.1%
`education.school.linkedin_url`	242,739,758	242739758	32.9%
`education.school.location`	235,838,257	235838257	32.0%
`education.school.location.continent`	235,838,257	235838257	32.0%
`education.school.location.country`	235,825,696	235825696	32.0%
`education.school.location.locality`	167,575,207	167575207	22.7%
`education.school.location.name`	235,838,257	235838257	32.0%
`education.school.location.region`	201,804,796	201804796	27.4%
`education.school.name`	290,007,125	290007125	39.3%
`education.school.raw`	288,212,619	288212619	39.1%
`education.school.twitter_url`	167,458,972	167458972	22.7%
`education.school.type`	276,337,346	276337346	37.5%
`education.school.website`	240,315,394	240315394	32.6%
`education.start_date`	264,031,762	264031762	35.8%
`education.summary`	59,057,687	59057687	8.0%
`emails`	203,462,989	203462989	27.6%
`emails.address`	203,462,989	203462989	27.6%
`emails.first_seen`	203,462,989	203462989	27.6%
`emails.last_seen`	203,462,989	203462989	27.6%
`emails.num_sources`	203,462,989	203462989	27.6%
`emails.type`	186,060,030	186060030	25.2%
`experience`	532,009,963	532009963	72.1%
`experience.company`	505,176,303	505176303	68.5%
`experience.company.facebook_url`	251,740,394	251740394	34.1%
`experience.company.founded`	311,699,312	311699312	42.3%
`experience.company.id`	386,652,480	386652480	52.4%
`experience.company.industry`	370,122,235	370122235	50.2%
`experience.company.linkedin_id`	386,652,480	386652480	52.4%
`experience.company.linkedin_url`	386,652,480	386652480	52.4%
`experience.company.location`	370,779,274	370779274	50.3%
`experience.company.location.address_line_2`	37,388,969	37388969	5.1%
`experience.company.location.continent`	370,140,644	370140644	50.2%
`experience.company.location.country`	370,775,178	370775178	50.3%
`experience.company.location.geo`	307,852,702	307852702	41.7%
`experience.company.location.locality`	306,463,350	306463350	41.5%
`experience.company.location.metro`	146,837,570	146837570	19.9%
`experience.company.location.name`	370,779,274	370779274	50.3%
`experience.company.location.postal_code`	157,326,928	157326928	21.3%
`experience.company.location.region`	334,453,915	334453915	45.3%
`experience.company.location.street_address`	175,396,086	175396086	23.8%
`experience.company.name`	505,176,303	505176303	68.5%
`experience.company.raw`	504,981,530	504981530	68.5%
`experience.company.size`	386,652,480	386652480	52.4%
`experience.company.ticker`	94,098,559	94098559	12.8%
`experience.company.twitter_url`	247,078,812	247078812	33.5%
`experience.company.type`	386,652,480	386652480	52.4%
`experience.company.website`	357,508,256	357508256	48.5%
`experience.end_date`	236,112,394	236112394	32.0%
`experience.first_seen`	532,009,963	532009963	72.1%
`experience.is_primary`	532,009,963	532009963	72.1%
`experience.last_seen`	532,009,963	532009963	72.1%
`experience.location_names`	186,823,042	186823042	25.3%
`experience.num_sources`	532,009,963	532009963	72.1%
`experience.start_date`	327,967,594	327967594	44.5%
`experience.summary`	163,860,520	163860520	22.2%
`experience.title`	530,097,797	530097797	71.9%
`experience.title.class`	338,651,420	338651420	45.9%
`experience.title.levels`	184,357,281	184357281	25.0%
`experience.title.name`	530,097,797	530097797	71.9%
`experience.title.raw`	530,097,797	530097797	71.9%
`experience.title.role`	338,651,421	338651421	45.9%
`experience.title.sub_role`	295,335,283	295335283	40.0%
`facebook_friends`	6,557,007	6557007	0.9%
`facebook_id`	31,736,553	31736553	4.3%
`facebook_url`	30,798,020	30798020	4.2%
`facebook_username`	30,798,020	30798020	4.2%
`first_name`	737,689,990	737689990	100.0%
`first_seen`	737,689,990	737689990	100.0%
`full_name`	737,689,990	737689990	100.0%
`github_url`	1,002,491	1002491	0.1%
`github_username`	1,002,491	1002491	0.1%
`headline`	61,893,388	61893388	8.4%
`id`	737,689,990	737689990	100.0%
`industry`	403,086,038	403086038	54.6%
`inferred_salary`	253,756,531	253756531	34.4%
`inferred_years_experience`	324,526,915	324526915	44.0%
`interests`	35,774,232	35774232	4.8%
`job_company_12mo_employee_growth_rate`	293,618,967	293618967	39.8%
`job_company_employee_count`	301,565,355	301565355	40.9%
`job_company_facebook_url`	153,821,038	153821038	20.9%
`job_company_founded`	218,636,931	218636931	29.6%
`job_company_id`	304,697,129	304697129	41.3%
`job_company_industry`	280,968,454	280968454	38.1%
`job_company_inferred_revenue`	301,565,355	301565355	40.9%
`job_company_linkedin_id`	304,697,129	304697129	41.3%
`job_company_linkedin_url`	304,697,129	304697129	41.3%
`job_company_location_address_line_2`	14,729,971	14729971	2.0%
`job_company_location_continent`	285,745,558	285745558	38.7%
`job_company_location_country`	286,555,510	286555510	38.8%
`job_company_location_geo`	213,197,914	213197914	28.9%
`job_company_location_locality`	213,532,529	213532529	28.9%
`job_company_location_metro`	92,567,658	92567658	12.5%
`job_company_location_name`	286,562,027	286562027	38.8%
`job_company_location_postal_code`	100,371,336	100371336	13.6%
`job_company_location_region`	243,344,501	243344501	33.0%
`job_company_location_street_address`	108,024,954	108024954	14.6%
`job_company_name`	444,667,087	444667087	60.3%
`job_company_size`	304,697,129	304697129	41.3%
`job_company_ticker`	46,124,946	46124946	6.3%
`job_company_total_funding_raised`	59,050,943	59050943	8.0%
`job_company_twitter_url`	151,505,161	151505161	20.5%
`job_company_type`	304,697,129	304697129	41.3%
`job_company_website`	270,425,350	270425350	36.7%
`job_history`	532,093,656	532093656	72.1%
`job_history.company_id`	390,202,236	390202236	52.9%
`job_history.company_name`	505,591,186	505591186	68.5%
`job_history.first_seen`	532,093,656	532093656	72.1%
`job_history.last_seen`	532,093,656	532093656	72.1%
`job_history.num_sources`	532,093,656	532093656	72.1%
`job_history.title`	530,204,881	530204881	71.9%
`job_last_changed`	473,472,030	473472030	64.2%
`job_last_verified`	473,472,030	473472030	64.2%
`job_onet_broad_occupation`	217,086,153	217086153	29.4%
`job_onet_code`	217,086,153	217086153	29.4%
`job_onet_major_group`	217,086,153	217086153	29.4%
`job_onet_minor_group`	217,086,153	217086153	29.4%
`job_onet_specific_occupation`	217,086,153	217086153	29.4%
`job_onet_specific_occupation_detail`	85,921,778	85921778	11.6%
`job_start_date`	271,827,745	271827745	36.8%
`job_summary`	73,561,906	73561906	10.0%
`job_title`	471,847,732	471847732	64.0%
`job_title_class`	251,442,097	251442097	34.1%
`job_title_levels`	120,345,786	120345786	16.3%
`job_title_role`	251,442,098	251442098	34.1%
`job_title_sub_role`	204,340,539	204340539	27.7%
`languages`	81,685,272	81685272	11.1%
`languages.name`	81,685,272	81685272	11.1%
`languages.proficiency`	21,548,067	21548067	2.9%
`last_initial`	737,689,990	737689990	100.0%
`last_name`	726,178,435	726178435	98.4%
`linkedin_connections`	461,850,710	461850710	62.6%
`linkedin_id`	478,338,055	478338055	64.8%
`linkedin_url`	685,070,187	685070187	92.9%
`linkedin_username`	685,070,187	685070187	92.9%
`location_address_line_2`	3,415,988	3415988	0.5%
`location_continent`	721,783,146	721783146	97.8%
`location_country`	721,764,364	721764364	97.8%
`location_geo`	438,178,214	438178214	59.4%
`location_last_updated`	707,498,242	707498242	95.9%
`location_locality`	439,001,157	439001157	59.5%
`location_metro`	140,150,712	140150712	19.0%
`location_name`	721,779,268	721779268	97.8%
`location_names`	444,085,756	444085756	60.2%
`location_postal_code`	27,068,247	27068247	3.7%
`location_region`	501,508,380	501508380	68.0%
`location_street_address`	27,062,209	27062209	3.7%
`middle_initial`	121,065,671	121065671	16.4%
`middle_name`	107,547,205	107547205	14.6%
`mobile_phone`	57,404,160	57404160	7.8%
`name_aliases`	39,437,678	39437678	5.3%
`num_records`	737,689,990	737689990	100.0%
`num_sources`	737,689,990	737689990	100.0%
`personal_emails`	92,602,411	92602411	12.6%
`phone_numbers`	81,350,209	81350209	11.0%
`phones`	81,350,209	81350209	11.0%
`phones.first_seen`	81,350,209	81350209	11.0%
`phones.last_seen`	81,350,209	81350209	11.0%
`phones.num_sources`	81,350,209	81350209	11.0%
`phones.number`	81,350,209	81350209	11.0%
`possible_birth_dates`	8,097,066	8097066	1.1%
`possible_emails`	74,070,415	74070415	10.0%
`possible_emails.address`	74,070,415	74070415	10.0%
`possible_emails.first_seen`	74,070,415	74070415	10.0%
`possible_emails.last_seen`	74,070,415	74070415	10.0%
`possible_emails.num_sources`	74,070,415	74070415	10.0%
`possible_emails.type`	64,148,656	64148656	8.7%
`possible_location_names`	285,779,284	285779284	38.7%
`possible_phones`	22,838,567	22838567	3.1%
`possible_phones.first_seen`	22,838,567	22838567	3.1%
`possible_phones.last_seen`	22,838,567	22838567	3.1%
`possible_phones.num_sources`	22,838,567	22838567	3.1%
`possible_phones.number`	22,838,567	22838567	3.1%
`possible_profiles`	15,866,393	15866393	2.2%
`possible_profiles.first_seen`	15,866,393	15866393	2.2%
`possible_profiles.id`	11,186,401	11186401	1.5%
`possible_profiles.last_seen`	15,866,393	15866393	2.2%
`possible_profiles.network`	15,866,393	15866393	2.2%
`possible_profiles.num_sources`	15,866,393	15866393	2.2%
`possible_profiles.url`	15,866,393	15866393	2.2%
`possible_profiles.username`	15,003,765	15003765	2.0%
`possible_street_addresses`	10,768,912	10768912	1.5%
`possible_street_addresses.address_line_2`	3,755,181	3755181	0.5%
`possible_street_addresses.continent`	10,768,912	10768912	1.5%
`possible_street_addresses.country`	10,768,912	10768912	1.5%
`possible_street_addresses.first_seen`	10,768,912	10768912	1.5%
`possible_street_addresses.geo`	10,733,266	10733266	1.5%
`possible_street_addresses.last_seen`	10,768,912	10768912	1.5%
`possible_street_addresses.locality`	10,768,912	10768912	1.5%
`possible_street_addresses.metro`	9,813,826	9813826	1.3%
`possible_street_addresses.name`	10,768,912	10768912	1.5%
`possible_street_addresses.num_sources`	10,768,912	10768912	1.5%
`possible_street_addresses.postal_code`	10,715,181	10715181	1.5%
`possible_street_addresses.region`	10,768,912	10768912	1.5%
`possible_street_addresses.street_address`	10,768,912	10768912	1.5%
`profiles`	737,689,990	737689990	100.0%
`profiles.first_seen`	737,689,990	737689990	100.0%
`profiles.id`	504,914,702	504914702	68.4%
`profiles.last_seen`	737,689,990	737689990	100.0%
`profiles.network`	737,689,990	737689990	100.0%
`profiles.num_sources`	737,689,990	737689990	100.0%
`profiles.url`	737,689,990	737689990	100.0%
`profiles.username`	737,689,990	737689990	100.0%
`recommended_personal_email`	92,600,274	92600274	12.6%
`regions`	505,069,690	505069690	68.5%
`sex`	518,085,710	518085710	70.2%
`skills`	149,462,995	149462995	20.3%
`street_addresses`	34,475,486	34475486	4.7%
`street_addresses.address_line_2`	16,802,675	16802675	2.3%
`street_addresses.continent`	34,475,486	34475486	4.7%
`street_addresses.country`	34,475,486	34475486	4.7%
`street_addresses.first_seen`	34,475,486	34475486	4.7%
`street_addresses.geo`	34,356,322	34356322	4.7%
`street_addresses.last_seen`	34,475,486	34475486	4.7%
`street_addresses.locality`	34,475,486	34475486	4.7%
`street_addresses.metro`	32,194,518	32194518	4.4%
`street_addresses.name`	34,475,486	34475486	4.7%
`street_addresses.num_sources`	34,475,486	34475486	4.7%
`street_addresses.postal_code`	34,379,492	34379492	4.7%
`street_addresses.region`	34,475,486	34475486	4.7%
`street_addresses.street_address`	34,475,486	34475486	4.7%
`summary`	139,702,380	139702380	18.9%
`twitter_url`	12,747,674	12747674	1.7%
`twitter_username`	12,747,674	12747674	1.7%
`work_email`	85,624,831	85624831	11.6%

Stats shown are accurate as of data version 29.1