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`	807,575,118	807575118	100.0%
`birth_date`	9,581,195	9581195	1.2%
`birth_year`	15,621,723	15621723	1.9%
`certifications`	67,767,138	67767138	8.4%
`certifications.end_date`	51,649,168	51649168	6.4%
`certifications.name`	67,767,138	67767138	8.4%
`certifications.organization`	66,650,457	66650457	8.3%
`certifications.start_date`	57,037,531	57037531	7.1%
`countries`	795,698,014	795698014	98.5%
`education`	366,082,313	366082313	45.3%
`education.degrees`	178,763,288	178763288	22.1%
`education.end_date`	313,743,882	313743882	38.9%
`education.gpa`	10,870,171	10870171	1.3%
`education.majors`	218,151,218	218151218	27.0%
`education.minors`	1,750,142	1750142	0.2%
`education.raw`	303,442,949	303442949	37.6%
`education.school`	365,508,687	365508687	45.3%
`education.school.domain`	303,698,191	303698191	37.6%
`education.school.facebook_url`	217,578,215	217578215	26.9%
`education.school.id`	311,316,239	311316239	38.5%
`education.school.linkedin_id`	311,316,239	311316239	38.5%
`education.school.linkedin_url`	311,315,826	311315826	38.5%
`education.school.location`	300,083,799	300083799	37.2%
`education.school.location.continent`	300,083,799	300083799	37.2%
`education.school.location.country`	300,083,726	300083726	37.2%
`education.school.location.locality`	287,132,707	287132707	35.6%
`education.school.location.name`	300,083,799	300083799	37.2%
`education.school.location.region`	294,094,022	294094022	36.4%
`education.school.name`	365,471,714	365471714	45.3%
`education.school.raw`	362,993,040	362993040	44.9%
`education.school.twitter_url`	206,327,432	206327432	25.5%
`education.school.type`	332,299,417	332299417	41.1%
`education.school.website`	303,698,191	303698191	37.6%
`education.start_date`	320,515,748	320515748	39.7%
`education.summary`	76,496,932	76496932	9.5%
`emails`	225,439,134	225439134	27.9%
`emails.address`	225,439,134	225439134	27.9%
`emails.first_seen`	225,439,134	225439134	27.9%
`emails.last_seen`	225,439,134	225439134	27.9%
`emails.md5_hash`	225,439,134	225439134	27.9%
`emails.num_sources`	225,439,134	225439134	27.9%
`emails.sha_256_hash`	225,439,134	225439134	27.9%
`emails.type`	205,347,091	205347091	25.4%
`experience`	582,105,935	582105935	72.1%
`experience.company`	552,841,727	552841727	68.5%
`experience.company.facebook_url`	274,909,306	274909306	34.0%
`experience.company.founded`	346,926,885	346926885	43.0%
`experience.company.id`	436,565,026	436565026	54.1%
`experience.company.industry`	420,245,341	420245341	52.0%
`experience.company.industry_v2`	405,282,858	405282858	50.2%
`experience.company.linkedin_id`	436,565,026	436565026	54.1%
`experience.company.linkedin_url`	436,565,026	436565026	54.1%
`experience.company.location`	419,564,878	419564878	52.0%
`experience.company.location.address_line_2`	75,128,449	75128449	9.3%
`experience.company.location.continent`	418,896,167	418896167	51.9%
`experience.company.location.country`	419,562,785	419562785	52.0%
`experience.company.location.geo`	392,351,353	392351353	48.6%
`experience.company.location.locality`	397,152,479	397152479	49.2%
`experience.company.location.metro`	159,325,997	159325997	19.7%
`experience.company.location.name`	419,564,878	419564878	52.0%
`experience.company.location.postal_code`	352,264,002	352264002	43.6%
`experience.company.location.region`	402,005,636	402005636	49.8%
`experience.company.location.street_address`	327,385,397	327385397	40.5%
`experience.company.name`	552,841,727	552841727	68.5%
`experience.company.raw`	552,839,785	552839785	68.5%
`experience.company.size`	436,565,026	436565026	54.1%
`experience.company.ticker`	101,914,854	101914854	12.6%
`experience.company.twitter_url`	229,527,054	229527054	28.4%
`experience.company.type`	436,565,026	436565026	54.1%
`experience.company.website`	399,136,965	399136965	49.4%
`experience.end_date`	254,587,995	254587995	31.5%
`experience.first_seen`	582,105,935	582105935	72.1%
`experience.is_primary`	582,105,935	582105935	72.1%
`experience.last_seen`	582,105,935	582105935	72.1%
`experience.location_names`	244,423,859	244423859	30.3%
`experience.num_sources`	582,105,935	582105935	72.1%
`experience.start_date`	355,638,781	355638781	44.0%
`experience.summary`	171,286,839	171286839	21.2%
`experience.title`	580,021,866	580021866	71.8%
`experience.title.class`	401,148,996	401148996	49.7%
`experience.title.levels`	198,853,420	198853420	24.6%
`experience.title.name`	580,021,866	580021866	71.8%
`experience.title.raw`	580,021,866	580021866	71.8%
`experience.title.role`	401,148,996	401148996	49.7%
`experience.title.sub_role`	345,284,284	345284284	42.8%
`facebook_friends`	6,251,781	6251781	0.8%
`facebook_id`	30,732,975	30732975	3.8%
`facebook_url`	29,803,765	29803765	3.7%
`facebook_username`	29,803,765	29803765	3.7%
`first_name`	807,575,118	807575118	100.0%
`first_seen`	807,575,118	807575118	100.0%
`full_name`	807,575,118	807575118	100.0%
`github_url`	963,360	963360	0.1%
`github_username`	963,360	963360	0.1%
`headline`	202,788,851	202788851	25.1%
`id`	807,575,118	807575118	100.0%
`industry`	426,983,559	426983559	52.9%
`inferred_salary`	275,359,352	275359352	34.1%
`inferred_years_experience`	349,194,518	349194518	43.2%
`interests`	35,205,152	35205152	4.4%
`job_company_12mo_employee_growth_rate`	341,612,455	341612455	42.3%
`job_company_employee_count`	346,735,994	346735994	42.9%
`job_company_facebook_url`	167,244,511	167244511	20.7%
`job_company_founded`	245,480,016	245480016	30.4%
`job_company_id`	346,765,792	346765792	42.9%
`job_company_industry`	328,547,511	328547511	40.7%
`job_company_industry_v2`	313,875,739	313875739	38.9%
`job_company_inferred_revenue`	346,735,994	346735994	42.9%
`job_company_linkedin_id`	346,765,792	346765792	42.9%
`job_company_linkedin_url`	346,765,792	346765792	42.9%
`job_company_location_address_line_2`	30,674,001	30674001	3.8%
`job_company_location_continent`	325,634,752	325634752	40.3%
`job_company_location_country`	326,485,574	326485574	40.4%
`job_company_location_geo`	295,913,327	295913327	36.6%
`job_company_location_locality`	301,837,686	301837686	37.4%
`job_company_location_metro`	100,293,344	100293344	12.4%
`job_company_location_name`	326,489,833	326489833	40.4%
`job_company_location_postal_code`	245,361,570	245361570	30.4%
`job_company_location_region`	307,972,422	307972422	38.1%
`job_company_location_street_address`	221,988,802	221988802	27.5%
`job_company_name`	484,914,456	484914456	60.0%
`job_company_size`	346,765,792	346765792	42.9%
`job_company_ticker`	50,188,971	50188971	6.2%
`job_company_total_funding_raised`	60,135,794	60135794	7.4%
`job_company_twitter_url`	128,797,509	128797509	15.9%
`job_company_type`	346,765,792	346765792	42.9%
`job_company_website`	303,351,135	303351135	37.6%
`job_history`	582,990,191	582990191	72.2%
`job_history.company_id`	442,713,717	442713717	54.8%
`job_history.company_name`	555,387,940	555387940	68.8%
`job_history.first_seen`	582,990,191	582990191	72.2%
`job_history.last_seen`	582,990,191	582990191	72.2%
`job_history.num_sources`	582,990,191	582990191	72.2%
`job_history.title`	581,093,466	581093466	72.0%
`job_last_changed`	515,614,360	515614360	63.8%
`job_last_verified`	515,614,360	515614360	63.8%
`job_onet_broad_occupation`	235,118,529	235118529	29.1%
`job_onet_code`	235,118,529	235118529	29.1%
`job_onet_major_group`	235,118,529	235118529	29.1%
`job_onet_minor_group`	235,118,529	235118529	29.1%
`job_onet_specific_occupation`	235,118,529	235118529	29.1%
`job_onet_specific_occupation_detail`	93,660,311	93660311	11.6%
`job_start_date`	292,001,616	292001616	36.2%
`job_summary`	79,284,814	79284814	9.8%
`job_title`	514,012,525	514012525	63.6%
`job_title_class`	309,402,532	309402532	38.3%
`job_title_levels`	129,466,153	129466153	16.0%
`job_title_role`	309,402,532	309402532	38.3%
`job_title_sub_role`	244,363,587	244363587	30.3%
`languages`	85,800,490	85800490	10.6%
`languages.name`	85,800,490	85800490	10.6%
`languages.proficiency`	54,575,530	54575530	6.8%
`last_initial`	807,575,118	807575118	100.0%
`last_name`	792,011,930	792011930	98.1%
`linkedin_connections`	477,723,947	477723947	59.2%
`linkedin_id`	597,094,217	597094217	73.9%
`linkedin_url`	751,872,718	751872718	93.1%
`linkedin_username`	751,872,718	751872718	93.1%
`location_address_line_2`	3,456,829	3456829	0.4%
`location_continent`	795,711,013	795711013	98.5%
`location_country`	795,668,606	795668606	98.5%
`location_geo`	541,804,000	541804000	67.1%
`location_last_updated`	775,685,925	775685925	96.1%
`location_locality`	554,504,080	554504080	68.7%
`location_metro`	148,484,695	148484695	18.4%
`location_name`	795,711,013	795711013	98.5%
`location_names`	559,520,858	559520858	69.3%
`location_postal_code`	26,514,846	26514846	3.3%
`location_region`	589,723,901	589723901	73.0%
`location_street_address`	26,943,797	26943797	3.3%
`middle_initial`	132,135,022	132135022	16.4%
`middle_name`	118,779,905	118779905	14.7%
`mobile_phone`	51,318,057	51318057	6.4%
`name_aliases`	46,145,271	46145271	5.7%
`num_records`	807,575,118	807575118	100.0%
`num_sources`	807,575,118	807575118	100.0%
`personal_emails`	91,118,107	91118107	11.3%
`phone_numbers`	74,489,282	74489282	9.2%
`phones`	74,489,282	74489282	9.2%
`phones.first_seen`	74,489,282	74489282	9.2%
`phones.last_seen`	74,489,282	74489282	9.2%
`phones.num_sources`	74,489,282	74489282	9.2%
`phones.number`	74,489,282	74489282	9.2%
`possible_birth_dates`	7,883,094	7883094	1.0%
`possible_emails`	71,793,503	71793503	8.9%
`possible_emails.address`	71,793,503	71793503	8.9%
`possible_emails.first_seen`	71,793,503	71793503	8.9%
`possible_emails.last_seen`	71,793,503	71793503	8.9%
`possible_emails.md5_hash`	71,793,503	71793503	8.9%
`possible_emails.num_sources`	71,793,503	71793503	8.9%
`possible_emails.sha_256_hash`	71,793,503	71793503	8.9%
`possible_emails.type`	61,626,104	61626104	7.6%
`possible_location_names`	341,135,826	341135826	42.2%
`possible_phones`	21,890,578	21890578	2.7%
`possible_phones.first_seen`	21,890,578	21890578	2.7%
`possible_phones.last_seen`	21,890,578	21890578	2.7%
`possible_phones.num_sources`	21,890,578	21890578	2.7%
`possible_phones.number`	21,890,578	21890578	2.7%
`possible_profiles`	15,265,042	15265042	1.9%
`possible_profiles.first_seen`	15,265,042	15265042	1.9%
`possible_profiles.id`	10,904,918	10904918	1.4%
`possible_profiles.last_seen`	15,265,042	15265042	1.9%
`possible_profiles.network`	15,265,042	15265042	1.9%
`possible_profiles.num_sources`	15,265,042	15265042	1.9%
`possible_profiles.url`	15,265,042	15265042	1.9%
`possible_profiles.username`	14,426,920	14426920	1.8%
`possible_street_addresses`	9,835,539	9835539	1.2%
`possible_street_addresses.address_line_2`	3,504,323	3504323	0.4%
`possible_street_addresses.continent`	9,835,539	9835539	1.2%
`possible_street_addresses.country`	9,835,539	9835539	1.2%
`possible_street_addresses.first_seen`	9,835,539	9835539	1.2%
`possible_street_addresses.geo`	9,835,382	9835382	1.2%
`possible_street_addresses.last_seen`	9,835,539	9835539	1.2%
`possible_street_addresses.locality`	9,835,491	9835491	1.2%
`possible_street_addresses.metro`	8,948,759	8948759	1.1%
`possible_street_addresses.name`	9,835,539	9835539	1.2%
`possible_street_addresses.num_sources`	9,835,539	9835539	1.2%
`possible_street_addresses.postal_code`	9,799,982	9799982	1.2%
`possible_street_addresses.region`	9,835,512	9835512	1.2%
`possible_street_addresses.street_address`	9,835,539	9835539	1.2%
`profiles`	807,575,118	807575118	100.0%
`profiles.first_seen`	807,575,118	807575118	100.0%
`profiles.id`	624,432,286	624432286	77.3%
`profiles.last_seen`	807,575,118	807575118	100.0%
`profiles.network`	807,575,118	807575118	100.0%
`profiles.num_sources`	807,575,118	807575118	100.0%
`profiles.url`	807,575,118	807575118	100.0%
`profiles.username`	807,575,118	807575118	100.0%
`recommended_personal_email`	91,116,284	91116284	11.3%
`regions`	597,943,742	597943742	74.0%
`sex`	565,363,560	565363560	70.0%
`skills`	141,469,639	141469639	17.5%
`street_addresses`	35,268,391	35268391	4.4%
`street_addresses.address_line_2`	16,368,438	16368438	2.0%
`street_addresses.continent`	35,268,391	35268391	4.4%
`street_addresses.country`	35,268,391	35268391	4.4%
`street_addresses.first_seen`	35,268,391	35268391	4.4%
`street_addresses.geo`	34,537,901	34537901	4.3%
`street_addresses.last_seen`	35,268,391	35268391	4.4%
`street_addresses.locality`	34,583,358	34583358	4.3%
`street_addresses.metro`	31,136,838	31136838	3.9%
`street_addresses.name`	35,268,391	35268391	4.4%
`street_addresses.num_sources`	35,268,391	35268391	4.4%
`street_addresses.postal_code`	33,317,154	33317154	4.1%
`street_addresses.region`	34,670,747	34670747	4.3%
`street_addresses.street_address`	35,268,391	35268391	4.4%
`summary`	161,843,558	161843558	20.0%
`twitter_url`	12,487,173	12487173	1.5%
`twitter_username`	12,487,173	12487173	1.5%
`work_email`	91,149,692	91149692	11.3%

Stats shown are accurate as of data version 34.0