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`	781,787,076	781787076	100.0%
`birth_date`	9,899,755	9899755	1.3%
`birth_year`	16,112,492	16112492	2.1%
`certifications`	62,024,623	62024623	7.9%
`certifications.end_date`	49,123,133	49123133	6.3%
`certifications.name`	62,024,623	62024623	7.9%
`certifications.organization`	60,900,900	60900900	7.8%
`certifications.start_date`	51,817,368	51817368	6.6%
`countries`	771,284,461	771284461	98.7%
`education`	342,773,604	342773604	43.8%
`education.degrees`	169,175,933	169175933	21.6%
`education.end_date`	294,357,556	294357556	37.7%
`education.gpa`	10,544,726	10544726	1.3%
`education.majors`	206,036,723	206036723	26.4%
`education.minors`	1,629,133	1629133	0.2%
`education.raw`	285,611,363	285611363	36.5%
`education.school`	339,571,217	339571217	43.4%
`education.school.domain`	315,160,093	315160093	40.3%
`education.school.facebook_url`	223,954,825	223954825	28.6%
`education.school.id`	322,796,977	322796977	41.3%
`education.school.linkedin_id`	322,796,977	322796977	41.3%
`education.school.linkedin_url`	322,796,977	322796977	41.3%
`education.school.location`	306,866,518	306866518	39.3%
`education.school.location.continent`	306,866,518	306866518	39.3%
`education.school.location.country`	306,861,762	306861762	39.3%
`education.school.location.locality`	298,008,849	298008849	38.1%
`education.school.location.name`	306,866,518	306866518	39.3%
`education.school.location.region`	305,000,179	305000179	39.0%
`education.school.name`	339,540,216	339540216	43.4%
`education.school.raw`	339,571,217	339571217	43.4%
`education.school.twitter_url`	212,405,417	212405417	27.2%
`education.school.type`	333,821,185	333821185	42.7%
`education.school.website`	315,160,093	315160093	40.3%
`education.start_date`	300,504,121	300504121	38.4%
`education.summary`	66,539,995	66539995	8.5%
`emails`	200,872,586	200872586	25.7%
`emails.address`	200,872,586	200872586	25.7%
`emails.first_seen`	200,872,586	200872586	25.7%
`emails.last_seen`	200,872,586	200872586	25.7%
`emails.num_sources`	200,872,586	200872586	25.7%
`emails.type`	183,383,229	183383229	23.5%
`experience`	559,677,991	559677991	71.6%
`experience.company`	532,185,512	532185512	68.1%
`experience.company.facebook_url`	265,594,087	265594087	34.0%
`experience.company.founded`	329,545,277	329545277	42.2%
`experience.company.id`	408,093,755	408093755	52.2%
`experience.company.industry`	395,749,805	395749805	50.6%
`experience.company.linkedin_id`	408,093,755	408093755	52.2%
`experience.company.linkedin_url`	408,093,755	408093755	52.2%
`experience.company.location`	392,384,816	392384816	50.2%
`experience.company.location.address_line_2`	70,076,090	70076090	9.0%
`experience.company.location.continent`	391,669,021	391669021	50.1%
`experience.company.location.country`	392,382,087	392382087	50.2%
`experience.company.location.geo`	360,429,817	360429817	46.1%
`experience.company.location.locality`	366,656,469	366656469	46.9%
`experience.company.location.metro`	150,788,300	150788300	19.3%
`experience.company.location.name`	392,384,816	392384816	50.2%
`experience.company.location.postal_code`	339,039,890	339039890	43.4%
`experience.company.location.region`	375,423,421	375423421	48.0%
`experience.company.location.street_address`	309,705,227	309705227	39.6%
`experience.company.name`	532,185,512	532185512	68.1%
`experience.company.raw`	532,183,344	532183344	68.1%
`experience.company.size`	408,093,755	408093755	52.2%
`experience.company.ticker`	99,243,621	99243621	12.7%
`experience.company.twitter_url`	257,985,950	257985950	33.0%
`experience.company.type`	408,093,755	408093755	52.2%
`experience.company.website`	376,140,457	376140457	48.1%
`experience.end_date`	246,816,994	246816994	31.6%
`experience.first_seen`	559,677,991	559677991	71.6%
`experience.is_primary`	559,677,991	559677991	71.6%
`experience.last_seen`	559,677,991	559677991	71.6%
`experience.location_names`	236,430,279	236430279	30.2%
`experience.num_sources`	559,677,991	559677991	71.6%
`experience.start_date`	341,944,737	341944737	43.7%
`experience.summary`	161,956,066	161956066	20.7%
`experience.title`	557,754,951	557754951	71.3%
`experience.title.class`	369,704,778	369704778	47.3%
`experience.title.levels`	191,457,803	191457803	24.5%
`experience.title.name`	557,754,951	557754951	71.3%
`experience.title.raw`	557,754,951	557754951	71.3%
`experience.title.role`	369,704,778	369704778	47.3%
`experience.title.sub_role`	325,134,640	325134640	41.6%
`facebook_friends`	6,405,373	6405373	0.8%
`facebook_id`	31,218,789	31218789	4.0%
`facebook_url`	30,278,582	30278582	3.9%
`facebook_username`	30,278,582	30278582	3.9%
`first_name`	781,787,076	781787076	100.0%
`first_seen`	781,787,076	781787076	100.0%
`full_name`	781,787,076	781787076	100.0%
`github_url`	981,283	981283	0.1%
`github_username`	981,283	981283	0.1%
`headline`	92,478,345	92478345	11.8%
`id`	781,787,076	781787076	100.0%
`industry`	403,803,344	403803344	51.7%
`inferred_salary`	264,803,045	264803045	33.9%
`inferred_years_experience`	338,016,808	338016808	43.2%
`interests`	35,670,970	35670970	4.6%
`job_company_12mo_employee_growth_rate`	316,159,799	316159799	40.4%
`job_company_employee_count`	320,553,115	320553115	41.0%
`job_company_facebook_url`	162,275,119	162275119	20.8%
`job_company_founded`	231,815,436	231815436	29.7%
`job_company_id`	320,579,668	320579668	41.0%
`job_company_industry`	307,275,567	307275567	39.3%
`job_company_inferred_revenue`	320,553,115	320553115	41.0%
`job_company_linkedin_id`	320,579,668	320579668	41.0%
`job_company_linkedin_url`	320,579,668	320579668	41.0%
`job_company_location_address_line_2`	28,333,797	28333797	3.6%
`job_company_location_continent`	301,813,050	301813050	38.6%
`job_company_location_country`	302,702,612	302702612	38.7%
`job_company_location_geo`	267,647,121	267647121	34.2%
`job_company_location_locality`	274,951,123	274951123	35.2%
`job_company_location_metro`	93,967,535	93967535	12.0%
`job_company_location_name`	302,707,377	302707377	38.7%
`job_company_location_postal_code`	240,098,085	240098085	30.7%
`job_company_location_region`	285,803,846	285803846	36.6%
`job_company_location_street_address`	209,849,601	209849601	26.8%
`job_company_name`	467,363,426	467363426	59.8%
`job_company_size`	320,579,668	320579668	41.0%
`job_company_ticker`	48,757,691	48757691	6.2%
`job_company_total_funding_raised`	64,868,374	64868374	8.3%
`job_company_twitter_url`	157,479,436	157479436	20.1%
`job_company_type`	320,579,668	320579668	41.0%
`job_company_website`	283,449,131	283449131	36.3%
`job_history`	559,757,666	559757666	71.6%
`job_history.company_id`	411,424,055	411424055	52.6%
`job_history.company_name`	532,596,006	532596006	68.1%
`job_history.first_seen`	559,757,666	559757666	71.6%
`job_history.last_seen`	559,757,666	559757666	71.6%
`job_history.num_sources`	559,757,666	559757666	71.6%
`job_history.title`	557,857,056	557857056	71.4%
`job_last_changed`	496,803,722	496803722	63.5%
`job_last_verified`	496,803,722	496803722	63.5%
`job_onet_broad_occupation`	226,511,083	226511083	29.0%
`job_onet_code`	226,511,083	226511083	29.0%
`job_onet_major_group`	226,511,083	226511083	29.0%
`job_onet_minor_group`	226,511,083	226511083	29.0%
`job_onet_specific_occupation`	226,511,083	226511083	29.0%
`job_onet_specific_occupation_detail`	89,927,754	89927754	11.5%
`job_start_date`	281,308,122	281308122	36.0%
`job_summary`	72,511,081	72511081	9.3%
`job_title`	495,185,768	495185768	63.3%
`job_title_class`	276,924,942	276924942	35.4%
`job_title_levels`	124,418,750	124418750	15.9%
`job_title_role`	276,924,942	276924942	35.4%
`job_title_sub_role`	225,700,831	225700831	28.9%
`languages`	84,014,204	84014204	10.7%
`languages.name`	84,014,204	84014204	10.7%
`languages.proficiency`	23,250,403	23250403	3.0%
`last_initial`	781,787,076	781787076	100.0%
`last_name`	768,689,348	768689348	98.3%
`linkedin_connections`	472,902,130	472902130	60.5%
`linkedin_id`	480,001,784	480001784	61.4%
`linkedin_url`	724,889,915	724889915	92.7%
`linkedin_username`	724,889,915	724889915	92.7%
`location_address_line_2`	3,639,649	3639649	0.5%
`location_continent`	771,297,253	771297253	98.7%
`location_country`	771,274,054	771274054	98.7%
`location_geo`	518,612,549	518612549	66.3%
`location_last_updated`	749,078,728	749078728	95.8%
`location_locality`	530,691,520	530691520	67.9%
`location_metro`	146,207,324	146207324	18.7%
`location_name`	771,297,253	771297253	98.7%
`location_names`	530,691,520	530691520	67.9%
`location_postal_code`	27,661,959	27661959	3.5%
`location_region`	568,293,229	568293229	72.7%
`location_street_address`	27,804,255	27804255	3.6%
`middle_initial`	127,328,339	127328339	16.3%
`middle_name`	113,844,226	113844226	14.6%
`mobile_phone`	55,970,742	55970742	7.2%
`name_aliases`	40,296,964	40296964	5.2%
`num_records`	781,787,076	781787076	100.0%
`num_sources`	781,787,076	781787076	100.0%
`personal_emails`	91,641,580	91641580	11.7%
`phone_numbers`	79,304,564	79304564	10.1%
`phones`	79,304,564	79304564	10.1%
`phones.first_seen`	79,304,564	79304564	10.1%
`phones.last_seen`	79,304,564	79304564	10.1%
`phones.num_sources`	79,304,564	79304564	10.1%
`phones.number`	79,304,564	79304564	10.1%
`possible_birth_dates`	8,112,142	8112142	1.0%
`possible_emails`	73,344,593	73344593	9.4%
`possible_emails.address`	73,344,593	73344593	9.4%
`possible_emails.first_seen`	73,344,593	73344593	9.4%
`possible_emails.last_seen`	73,344,593	73344593	9.4%
`possible_emails.num_sources`	73,344,593	73344593	9.4%
`possible_emails.type`	63,518,790	63518790	8.1%
`possible_location_names`	341,499,125	341499125	43.7%
`possible_phones`	22,361,859	22361859	2.9%
`possible_phones.first_seen`	22,361,859	22361859	2.9%
`possible_phones.last_seen`	22,361,859	22361859	2.9%
`possible_phones.num_sources`	22,361,859	22361859	2.9%
`possible_phones.number`	22,361,859	22361859	2.9%
`possible_profiles`	15,564,505	15564505	2.0%
`possible_profiles.first_seen`	15,564,505	15564505	2.0%
`possible_profiles.id`	11,045,198	11045198	1.4%
`possible_profiles.last_seen`	15,564,505	15564505	2.0%
`possible_profiles.network`	15,564,505	15564505	2.0%
`possible_profiles.num_sources`	15,564,505	15564505	2.0%
`possible_profiles.url`	15,564,505	15564505	2.0%
`possible_profiles.username`	14,713,756	14713756	1.9%
`possible_street_addresses`	10,247,093	10247093	1.3%
`possible_street_addresses.address_line_2`	3,679,897	3679897	0.5%
`possible_street_addresses.continent`	10,247,093	10247093	1.3%
`possible_street_addresses.country`	10,247,091	10247091	1.3%
`possible_street_addresses.first_seen`	10,247,093	10247093	1.3%
`possible_street_addresses.geo`	10,244,217	10244217	1.3%
`possible_street_addresses.last_seen`	10,247,093	10247093	1.3%
`possible_street_addresses.locality`	10,244,556	10244556	1.3%
`possible_street_addresses.metro`	9,256,364	9256364	1.2%
`possible_street_addresses.name`	10,247,093	10247093	1.3%
`possible_street_addresses.num_sources`	10,247,093	10247093	1.3%
`possible_street_addresses.postal_code`	10,145,581	10145581	1.3%
`possible_street_addresses.region`	10,246,656	10246656	1.3%
`possible_street_addresses.street_address`	10,247,093	10247093	1.3%
`profiles`	781,787,076	781787076	100.0%
`profiles.first_seen`	781,787,076	781787076	100.0%
`profiles.id`	508,065,572	508065572	65.0%
`profiles.last_seen`	781,787,076	781787076	100.0%
`profiles.network`	781,787,076	781787076	100.0%
`profiles.num_sources`	781,787,076	781787076	100.0%
`profiles.url`	781,787,076	781787076	100.0%
`profiles.username`	781,787,076	781787076	100.0%
`recommended_personal_email`	91,639,888	91639888	11.7%
`regions`	572,138,643	572138643	73.2%
`sex`	547,525,144	547525144	70.0%
`skills`	136,899,474	136899474	17.5%
`street_addresses`	36,344,715	36344715	4.6%
`street_addresses.address_line_2`	16,840,205	16840205	2.2%
`street_addresses.continent`	36,344,715	36344715	4.6%
`street_addresses.country`	36,344,600	36344600	4.6%
`street_addresses.first_seen`	36,344,715	36344715	4.6%
`street_addresses.geo`	35,070,415	35070415	4.5%
`street_addresses.last_seen`	36,344,715	36344715	4.6%
`street_addresses.locality`	35,107,390	35107390	4.5%
`street_addresses.metro`	31,796,593	31796593	4.1%
`street_addresses.name`	36,344,715	36344715	4.6%
`street_addresses.num_sources`	36,344,715	36344715	4.6%
`street_addresses.postal_code`	34,089,633	34089633	4.4%
`street_addresses.region`	35,820,416	35820416	4.6%
`street_addresses.street_address`	36,344,715	36344715	4.6%
`summary`	152,191,851	152191851	19.5%
`twitter_url`	12,580,408	12580408	1.6%
`twitter_username`	12,580,408	12580408	1.6%
`work_email`	82,277,121	82277121	10.5%

Stats shown are accurate as of data version 31.1