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	Premium Field
`Total`	735,903,933	735903933	100.0%
`birth_date`	10,008,501	10008501	1.4%
`birth_year`	16,505,592	16505592	2.2%
`certifications`	56,313,556	56313556	7.7%	T
`certifications.end_date`	42,858,045	42858045	5.8%	T
`certifications.name`	56,313,556	56313556	7.7%	T
`certifications.organization`	55,042,825	55042825	7.5%	T
`certifications.start_date`	46,256,688	46256688	6.3%	T
`countries`	719,727,742	719727742	97.8%
`education`	301,542,397	301542397	41.0%
`education.degrees`	159,646,007	159646007	21.7%
`education.end_date`	257,938,146	257938146	35.1%
`education.gpa`	9,514,612	9514612	1.3%
`education.majors`	192,215,208	192215208	26.1%
`education.minors`	1,570,082	1570082	0.2%
`education.raw`	257,501,133	257501133	35.0%	T
`education.school`	288,577,148	288577148	39.2%
`education.school.domain`	238,762,639	238762639	32.4%
`education.school.facebook_url`	175,199,049	175199049	23.8%
`education.school.id`	244,795,824	244795824	33.3%
`education.school.linkedin_id`	205,985,000	205985000	28.0%
`education.school.linkedin_url`	241,186,006	241186006	32.8%
`education.school.location`	234,317,093	234317093	31.8%
`education.school.location.continent`	234,317,093	234317093	31.8%
`education.school.location.country`	234,304,686	234304686	31.8%
`education.school.location.locality`	166,328,904	166328904	22.6%
`education.school.location.name`	234,317,093	234317093	31.8%
`education.school.location.region`	200,409,495	200409495	27.2%
`education.school.name`	288,562,828	288562828	39.2%
`education.school.raw`	286,788,065	286788065	39.0%	T
`education.school.twitter_url`	166,350,877	166350877	22.6%
`education.school.type`	274,884,393	274884393	37.4%
`education.school.website`	238,762,639	238762639	32.4%
`education.start_date`	261,758,701	261758701	35.6%
`education.summary`	51,863,495	51863495	7.0%	T
`emails`	203,454,457	203454457	27.6%
`emails.address`	203,454,457	203454457	27.6%
`emails.first_seen`	203,454,457	203454457	27.6%	T
`emails.last_seen`	203,454,457	203454457	27.6%	T
`emails.num_sources`	203,454,457	203454457	27.6%	T
`emails.type`	185,990,012	185990012	25.3%
`experience`	526,558,452	526558452	71.6%
`experience.company`	499,587,834	499587834	67.9%
`experience.company.facebook_url`	246,278,871	246278871	33.5%
`experience.company.founded`	306,506,676	306506676	41.7%
`experience.company.id`	380,838,372	380838372	51.8%
`experience.company.industry`	364,789,027	364789027	49.6%
`experience.company.linkedin_id`	380,838,372	380838372	51.8%
`experience.company.linkedin_url`	380,838,372	380838372	51.8%
`experience.company.location`	365,119,643	365119643	49.6%
`experience.company.location.address_line_2`	34,461,393	34461393	4.7%
`experience.company.location.continent`	364,474,897	364474897	49.5%
`experience.company.location.country`	365,115,537	365115537	49.6%
`experience.company.location.geo`	299,426,264	299426264	40.7%
`experience.company.location.locality`	298,092,414	298092414	40.5%
`experience.company.location.metro`	142,774,520	142774520	19.4%
`experience.company.location.name`	365,119,643	365119643	49.6%
`experience.company.location.postal_code`	153,721,115	153721115	20.9%
`experience.company.location.region`	325,353,789	325353789	44.2%
`experience.company.location.street_address`	169,612,385	169612385	23.0%
`experience.company.name`	499,587,834	499587834	67.9%
`experience.company.raw`	499,390,960	499390960	67.9%	T
`experience.company.size`	380,838,372	380838372	51.8%
`experience.company.ticker`	91,824,983	91824983	12.5%	T
`experience.company.twitter_url`	242,620,040	242620040	33.0%
`experience.company.type`	380,838,372	380838372	51.8%	T
`experience.company.website`	351,724,862	351724862	47.8%
`experience.end_date`	229,904,449	229904449	31.2%
`experience.first_seen`	526,558,452	526558452	71.6%	T
`experience.is_primary`	526,558,452	526558452	71.6%
`experience.last_seen`	526,558,452	526558452	71.6%	T
`experience.location_names`	181,773,798	181773798	24.7%
`experience.num_sources`	526,558,452	526558452	71.6%	T
`experience.start_date`	322,944,341	322944341	43.9%
`experience.summary`	136,123,878	136123878	18.5%	T
`experience.title`	524,639,063	524639063	71.3%
`experience.title.levels`	180,792,797	180792797	24.6%
`experience.title.name`	524,639,063	524639063	71.3%
`experience.title.raw`	524,639,063	524639063	71.3%	T
`experience.title.role`	238,077,496	238077496	32.4%
`experience.title.sub_role`	164,627,363	164627363	22.4%
`facebook_friends`	6,570,738	6570738	0.9%	T
`facebook_id`	31,782,271	31782271	4.3%
`facebook_url`	30,847,847	30847847	4.2%
`facebook_username`	30,847,847	30847847	4.2%
`first_name`	735,903,933	735903933	100.0%
`first_seen`	735,903,933	735903933	100.0%	T
`full_name`	735,903,933	735903933	100.0%
`github_url`	1,005,296	1005296	0.1%
`github_username`	1,005,296	1005296	0.1%
`headline`	34,919,849	34919849	4.7%	T
`id`	735,903,933	735903933	100.0%
`industry`	401,685,155	401685155	54.6%
`inferred_salary`	252,644,627	252644627	34.3%	T
`inferred_years_experience`	322,512,331	322512331	43.8%	T
`interests`	35,817,582	35817582	4.9%
`job_company_12mo_employee_growth_rate`	298,768,917	298768917	40.6%
`job_company_employee_count`	303,107,080	303107080	41.2%
`job_company_facebook_url`	152,778,255	152778255	20.8%
`job_company_founded`	218,117,578	218117578	29.6%
`job_company_id`	303,130,706	303130706	41.2%
`job_company_industry`	280,222,484	280222484	38.1%
`job_company_inferred_revenue`	303,107,080	303107080	41.2%
`job_company_linkedin_id`	303,130,706	303130706	41.2%
`job_company_linkedin_url`	303,130,706	303130706	41.2%
`job_company_location_address_line_2`	13,654,185	13654185	1.9%
`job_company_location_continent`	284,480,411	284480411	38.7%
`job_company_location_country`	285,293,603	285293603	38.8%
`job_company_location_geo`	209,146,861	209146861	28.4%
`job_company_location_locality`	209,372,529	209372529	28.5%
`job_company_location_metro`	90,435,383	90435383	12.3%
`job_company_location_name`	285,300,095	285300095	38.8%
`job_company_location_postal_code`	98,825,282	98825282	13.4%
`job_company_location_region`	238,556,208	238556208	32.4%
`job_company_location_street_address`	105,567,627	105567627	14.3%
`job_company_name`	442,703,558	442703558	60.2%
`job_company_size`	303,130,706	303130706	41.2%
`job_company_ticker`	45,846,740	45846740	6.2%	T
`job_company_total_funding_raised`	56,947,528	56947528	7.7%
`job_company_twitter_url`	151,229,498	151229498	20.6%
`job_company_type`	303,130,706	303130706	41.2%	T
`job_company_website`	269,035,554	269035554	36.6%
`job_history`	529,613,041	529613041	72.0%	T
`job_history.company_id`	387,652,381	387652381	52.7%	T
`job_history.company_name`	502,992,863	502992863	68.4%	T
`job_history.first_seen`	529,613,041	529613041	72.0%	T
`job_history.last_seen`	529,613,041	529613041	72.0%	T
`job_history.num_sources`	529,613,041	529613041	72.0%	T
`job_history.title`	527,717,718	527717718	71.7%	T
`job_last_changed`	471,625,409	471625409	64.1%	T
`job_last_verified`	471,625,409	471625409	64.1%	T
`job_onet_broad_occupation`	216,242,004	216242004	29.4%	T
`job_onet_code`	216,242,004	216242004	29.4%	T
`job_onet_major_group`	216,242,004	216242004	29.4%	T
`job_onet_minor_group`	216,242,004	216242004	29.4%	T
`job_onet_specific_occupation`	216,242,004	216242004	29.4%	T
`job_onet_specific_occupation_detail`	85,567,254	85567254	11.6%	T
`job_start_date`	270,652,019	270652019	36.8%
`job_summary`	60,309,415	60309415	8.2%	T
`job_title`	469,991,368	469991368	63.9%
`job_title_levels`	119,699,545	119699545	16.3%
`job_title_role`	156,432,151	156432151	21.3%
`job_title_sub_role`	91,128,123	91128123	12.4%
`languages`	81,530,987	81530987	11.1%	T
`languages.name`	81,530,987	81530987	11.1%	T
`languages.proficiency`	21,781,190	21781190	3.0%	T
`last_initial`	735,903,933	735903933	100.0%
`last_name`	724,473,327	724473327	98.4%
`linkedin_connections`	465,119,283	465119283	63.2%	T
`linkedin_id`	475,820,650	475820650	64.7%
`linkedin_url`	684,336,501	684336501	93.0%
`linkedin_username`	684,336,501	684336501	93.0%
`location_address_line_2`	3,429,438	3429438	0.5%
`location_continent`	719,727,781	719727781	97.8%
`location_country`	719,709,067	719709067	97.8%
`location_geo`	436,159,818	436159818	59.3%
`location_last_updated`	705,338,736	705338736	95.8%
`location_locality`	437,011,860	437011860	59.4%
`location_metro`	139,632,727	139632727	19.0%
`location_name`	719,723,850	719723850	97.8%
`location_names`	442,114,856	442114856	60.1%
`location_postal_code`	27,148,635	27148635	3.7%
`location_region`	499,266,171	499266171	67.8%
`location_street_address`	27,142,372	27142372	3.7%
`middle_initial`	121,227,487	121227487	16.5%
`middle_name`	107,682,392	107682392	14.6%
`mobile_phone`	57,551,615	57551615	7.8%
`name_aliases`	37,745,524	37745524	5.1%	T
`num_records`	735,903,933	735903933	100.0%	T
`num_sources`	735,903,933	735903933	100.0%	T
`personal_emails`	92,552,179	92552179	12.6%
`phone_numbers`	81,616,329	81616329	11.1%
`phones`	81,616,329	81616329	11.1%	T
`phones.first_seen`	81,616,329	81616329	11.1%	T
`phones.last_seen`	81,616,329	81616329	11.1%	T
`phones.num_sources`	81,616,329	81616329	11.1%	T
`phones.number`	81,616,329	81616329	11.1%	T
`possible_birth_dates`	8,118,513	8118513	1.1%	T
`possible_emails`	74,090,840	74090840	10.1%	T
`possible_emails.address`	74,090,840	74090840	10.1%	T
`possible_emails.first_seen`	74,090,840	74090840	10.1%	T
`possible_emails.last_seen`	74,090,840	74090840	10.1%	T
`possible_emails.num_sources`	74,090,840	74090840	10.1%	T
`possible_emails.type`	64,149,818	64149818	8.7%	T
`possible_location_names`	283,933,709	283933709	38.6%	T
`possible_phones`	22,654,299	22654299	3.1%	T
`possible_phones.first_seen`	22,654,299	22654299	3.1%	T
`possible_phones.last_seen`	22,654,299	22654299	3.1%	T
`possible_phones.num_sources`	22,654,299	22654299	3.1%	T
`possible_phones.number`	22,654,299	22654299	3.1%	T
`possible_profiles`	15,884,497	15884497	2.2%	T
`possible_profiles.first_seen`	15,884,497	15884497	2.2%	T
`possible_profiles.id`	11,196,916	11196916	1.5%	T
`possible_profiles.last_seen`	15,884,497	15884497	2.2%	T
`possible_profiles.network`	15,884,497	15884497	2.2%	T
`possible_profiles.num_sources`	15,884,497	15884497	2.2%	T
`possible_profiles.url`	15,884,497	15884497	2.2%	T
`possible_profiles.username`	15,021,066	15021066	2.0%	T
`possible_street_addresses`	10,790,653	10790653	1.5%	T
`possible_street_addresses.address_line_2`	3,761,604	3761604	0.5%	T
`possible_street_addresses.continent`	10,790,653	10790653	1.5%	T
`possible_street_addresses.country`	10,790,653	10790653	1.5%	T
`possible_street_addresses.first_seen`	10,790,653	10790653	1.5%	T
`possible_street_addresses.geo`	10,754,928	10754928	1.5%	T
`possible_street_addresses.last_seen`	10,790,653	10790653	1.5%	T
`possible_street_addresses.locality`	10,790,653	10790653	1.5%	T
`possible_street_addresses.metro`	9,833,748	9833748	1.3%	T
`possible_street_addresses.name`	10,790,653	10790653	1.5%	T
`possible_street_addresses.num_sources`	10,790,653	10790653	1.5%	T
`possible_street_addresses.postal_code`	10,736,800	10736800	1.5%	T
`possible_street_addresses.region`	10,790,653	10790653	1.5%	T
`possible_street_addresses.street_address`	10,790,653	10790653	1.5%	T
`profiles`	735,903,933	735903933	100.0%
`profiles.first_seen`	735,903,933	735903933	100.0%	T
`profiles.id`	500,585,378	500585378	68.0%
`profiles.last_seen`	735,903,933	735903933	100.0%	T
`profiles.network`	735,903,933	735903933	100.0%
`profiles.num_sources`	735,903,933	735903933	100.0%	T
`profiles.url`	735,903,933	735903933	100.0%
`profiles.username`	735,903,933	735903933	100.0%
`recommended_personal_email`	92,550,072	92550072	12.6%
`regions`	502,866,893	502866893	68.3%
`sex`	516,846,898	516846898	70.2%
`skills`	146,323,016	146323016	19.9%
`street_addresses`	34,557,744	34557744	4.7%
`street_addresses.address_line_2`	16,839,945	16839945	2.3%
`street_addresses.continent`	34,557,744	34557744	4.7%
`street_addresses.country`	34,557,744	34557744	4.7%
`street_addresses.first_seen`	34,557,744	34557744	4.7%	T
`street_addresses.geo`	34,438,296	34438296	4.7%
`street_addresses.last_seen`	34,557,744	34557744	4.7%	T
`street_addresses.locality`	34,557,744	34557744	4.7%
`street_addresses.metro`	32,271,740	32271740	4.4%
`street_addresses.name`	34,557,744	34557744	4.7%
`street_addresses.num_sources`	34,557,744	34557744	4.7%	T
`street_addresses.postal_code`	34,461,677	34461677	4.7%
`street_addresses.region`	34,557,744	34557744	4.7%
`street_addresses.street_address`	34,557,744	34557744	4.7%
`summary`	114,932,404	114932404	15.6%	T
`twitter_url`	12,718,470	12718470	1.7%
`twitter_username`	12,718,470	12718470	1.7%
`work_email`	86,568,727	86568727	11.8%

Stats shown are accurate as of data version 28.2