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`	809,413,614	809413614	100.0%
`birth_date`	9,590,765	9590765	1.2%
`birth_year`	15,632,507	15632507	1.9%
`certifications`	66,642,312	66642312	8.2%
`certifications.end_date`	51,711,049	51711049	6.4%
`certifications.name`	66,642,312	66642312	8.2%
`certifications.organization`	65,512,529	65512529	8.1%
`certifications.start_date`	56,189,300	56189300	6.9%
`countries`	798,680,698	798680698	98.7%
`education`	369,247,143	369247143	45.6%
`education.degrees`	180,976,254	180976254	22.4%
`education.end_date`	316,548,404	316548404	39.1%
`education.gpa`	10,897,771	10897771	1.3%
`education.majors`	220,459,639	220459639	27.2%
`education.minors`	1,770,168	1770168	0.2%
`education.raw`	306,111,092	306111092	37.8%
`education.school`	368,713,692	368713692	45.6%
`education.school.domain`	306,465,547	306465547	37.9%
`education.school.facebook_url`	219,776,389	219776389	27.2%
`education.school.id`	314,097,283	314097283	38.8%
`education.school.linkedin_id`	314,097,283	314097283	38.8%
`education.school.linkedin_url`	314,096,876	314096876	38.8%
`education.school.location`	302,778,157	302778157	37.4%
`education.school.location.continent`	302,778,157	302778157	37.4%
`education.school.location.country`	302,778,082	302778082	37.4%
`education.school.location.locality`	289,731,282	289731282	35.8%
`education.school.location.name`	302,778,157	302778157	37.4%
`education.school.location.region`	296,759,033	296759033	36.7%
`education.school.name`	368,677,295	368677295	45.5%
`education.school.raw`	365,753,904	365753904	45.2%
`education.school.twitter_url`	208,435,183	208435183	25.8%
`education.school.type`	335,227,080	335227080	41.4%
`education.school.website`	306,465,547	306465547	37.9%
`education.start_date`	323,129,154	323129154	39.9%
`education.summary`	73,347,586	73347586	9.1%
`emails`	199,458,707	199458707	24.6%
`emails.address`	199,458,707	199458707	24.6%
`emails.first_seen`	199,458,707	199458707	24.6%
`emails.last_seen`	199,458,707	199458707	24.6%
`emails.md5_hash`	199,458,707	199458707	24.6%
`emails.num_sources`	199,458,707	199458707	24.6%
`emails.sha_256_hash`	199,458,707	199458707	24.6%
`emails.type`	181,439,937	181439937	22.4%
`experience`	585,181,463	585181463	72.3%
`experience.company`	555,935,413	555935413	68.7%
`experience.company.facebook_url`	277,603,951	277603951	34.3%
`experience.company.founded`	349,701,711	349701711	43.2%
`experience.company.id`	439,645,788	439645788	54.3%
`experience.company.industry`	423,279,840	423279840	52.3%
`experience.company.industry_v2`	408,125,836	408125836	50.4%
`experience.company.linkedin_id`	439,645,788	439645788	54.3%
`experience.company.linkedin_url`	439,645,788	439645788	54.3%
`experience.company.location`	422,551,709	422551709	52.2%
`experience.company.location.address_line_2`	76,292,512	76292512	9.4%
`experience.company.location.continent`	421,879,482	421879482	52.1%
`experience.company.location.country`	422,549,571	422549571	52.2%
`experience.company.location.geo`	394,926,880	394926880	48.8%
`experience.company.location.locality`	400,164,425	400164425	49.4%
`experience.company.location.metro`	160,943,968	160943968	19.9%
`experience.company.location.name`	422,551,709	422551709	52.2%
`experience.company.location.postal_code`	353,795,092	353795092	43.7%
`experience.company.location.region`	404,158,186	404158186	49.9%
`experience.company.location.street_address`	331,176,249	331176249	40.9%
`experience.company.name`	555,935,413	555935413	68.7%
`experience.company.raw`	555,933,428	555933428	68.7%
`experience.company.size`	439,645,788	439645788	54.3%
`experience.company.ticker`	103,586,447	103586447	12.8%
`experience.company.twitter_url`	232,552,556	232552556	28.7%
`experience.company.type`	439,645,788	439645788	54.3%
`experience.company.website`	401,996,699	401996699	49.7%
`experience.end_date`	257,206,987	257206987	31.8%
`experience.first_seen`	585,181,463	585181463	72.3%
`experience.is_primary`	585,181,463	585181463	72.3%
`experience.last_seen`	585,181,463	585181463	72.3%
`experience.location_names`	247,270,791	247270791	30.5%
`experience.num_sources`	585,181,463	585181463	72.3%
`experience.start_date`	359,103,383	359103383	44.4%
`experience.summary`	172,402,779	172402779	21.3%
`experience.title`	583,089,001	583089001	72.0%
`experience.title.class`	404,358,909	404358909	50.0%
`experience.title.levels`	201,295,474	201295474	24.9%
`experience.title.name`	583,089,001	583089001	72.0%
`experience.title.raw`	583,089,001	583089001	72.0%
`experience.title.role`	404,358,909	404358909	50.0%
`experience.title.sub_role`	348,279,715	348279715	43.0%
`facebook_friends`	6,260,474	6260474	0.8%
`facebook_id`	30,751,870	30751870	3.8%
`facebook_url`	29,823,911	29823911	3.7%
`facebook_username`	29,823,911	29823911	3.7%
`first_name`	809,413,614	809413614	100.0%
`first_seen`	809,413,614	809413614	100.0%
`full_name`	809,413,614	809413614	100.0%
`github_url`	960,801	960801	0.1%
`github_username`	960,801	960801	0.1%
`headline`	181,448,484	181448484	22.4%
`id`	809,413,614	809413614	100.0%
`industry`	424,608,037	424608037	52.5%
`inferred_salary`	278,184,619	278184619	34.4%
`inferred_years_experience`	352,790,077	352790077	43.6%
`interests`	35,237,116	35237116	4.4%
`job_company_12mo_employee_growth_rate`	344,501,563	344501563	42.6%
`job_company_employee_count`	349,573,991	349573991	43.2%
`job_company_facebook_url`	168,832,692	168832692	20.9%
`job_company_founded`	247,589,188	247589188	30.6%
`job_company_id`	349,604,053	349604053	43.2%
`job_company_industry`	331,258,570	331258570	40.9%
`job_company_industry_v2`	316,367,883	316367883	39.1%
`job_company_inferred_revenue`	349,573,991	349573991	43.2%
`job_company_linkedin_id`	349,604,053	349604053	43.2%
`job_company_linkedin_url`	349,604,053	349604053	43.2%
`job_company_location_address_line_2`	31,033,703	31033703	3.8%
`job_company_location_continent`	328,269,355	328269355	40.6%
`job_company_location_country`	329,134,816	329134816	40.7%
`job_company_location_geo`	298,013,840	298013840	36.8%
`job_company_location_locality`	304,452,184	304452184	37.6%
`job_company_location_metro`	101,035,619	101035619	12.5%
`job_company_location_name`	329,139,208	329139208	40.7%
`job_company_location_postal_code`	245,733,120	245733120	30.4%
`job_company_location_region`	309,702,507	309702507	38.3%
`job_company_location_street_address`	224,886,678	224886678	27.8%
`job_company_name`	487,847,200	487847200	60.3%
`job_company_size`	349,604,053	349604053	43.2%
`job_company_ticker`	50,889,838	50889838	6.3%
`job_company_total_funding_raised`	60,602,359	60602359	7.5%
`job_company_twitter_url`	130,498,427	130498427	16.1%
`job_company_type`	349,604,053	349604053	43.2%
`job_company_website`	305,679,677	305679677	37.8%
`job_history`	586,141,898	586141898	72.4%
`job_history.company_id`	445,885,544	445885544	55.1%
`job_history.company_name`	558,555,829	558555829	69.0%
`job_history.first_seen`	586,141,898	586141898	72.4%
`job_history.last_seen`	586,141,898	586141898	72.4%
`job_history.num_sources`	586,141,898	586141898	72.4%
`job_history.title`	584,237,909	584237909	72.2%
`job_last_changed`	518,449,846	518449846	64.1%
`job_last_verified`	518,449,846	518449846	64.1%
`job_onet_broad_occupation`	236,735,284	236735284	29.2%
`job_onet_code`	236,735,284	236735284	29.2%
`job_onet_major_group`	236,735,284	236735284	29.2%
`job_onet_minor_group`	236,735,284	236735284	29.2%
`job_onet_specific_occupation`	236,735,284	236735284	29.2%
`job_onet_specific_occupation_detail`	94,442,694	94442694	11.7%
`job_start_date`	295,591,617	295591617	36.5%
`job_summary`	79,046,673	79046673	9.8%
`job_title`	516,838,461	516838461	63.9%
`job_title_class`	311,989,021	311989021	38.5%
`job_title_levels`	130,820,010	130820010	16.2%
`job_title_role`	311,989,021	311989021	38.5%
`job_title_sub_role`	246,357,520	246357520	30.4%
`languages`	87,906,716	87906716	10.9%
`languages.name`	87,906,716	87906716	10.9%
`languages.proficiency`	56,004,088	56004088	6.9%
`last_initial`	809,413,614	809413614	100.0%
`last_name`	785,380,207	785380207	97.0%
`linkedin_connections`	485,839,161	485839161	60.0%
`linkedin_id`	590,079,635	590079635	72.9%
`linkedin_url`	753,194,065	753194065	93.1%
`linkedin_username`	753,194,065	753194065	93.1%
`location_address_line_2`	3,472,866	3472866	0.4%
`location_continent`	798,694,057	798694057	98.7%
`location_country`	798,651,223	798651223	98.7%
`location_geo`	540,393,485	540393485	66.8%
`location_last_updated`	778,494,956	778494956	96.2%
`location_locality`	553,615,900	553615900	68.4%
`location_metro`	149,808,235	149808235	18.5%
`location_name`	798,694,057	798694057	98.7%
`location_names`	558,727,947	558727947	69.0%
`location_postal_code`	26,615,434	26615434	3.3%
`location_region`	590,509,851	590509851	73.0%
`location_street_address`	26,948,275	26948275	3.3%
`middle_initial`	131,617,630	131617630	16.3%
`middle_name`	118,034,734	118034734	14.6%
`mobile_phone`	55,480,692	55480692	6.9%
`name_aliases`	44,274,935	44274935	5.5%
`num_records`	809,413,614	809413614	100.0%
`num_sources`	809,413,614	809413614	100.0%
`personal_emails`	91,300,051	91300051	11.3%
`phone_numbers`	77,551,758	77551758	9.6%
`phones`	77,551,758	77551758	9.6%
`phones.first_seen`	77,551,758	77551758	9.6%
`phones.last_seen`	77,551,758	77551758	9.6%
`phones.num_sources`	77,551,758	77551758	9.6%
`phones.number`	77,551,758	77551758	9.6%
`possible_birth_dates`	7,888,327	7888327	1.0%
`possible_emails`	72,610,350	72610350	9.0%
`possible_emails.address`	72,610,350	72610350	9.0%
`possible_emails.first_seen`	72,610,350	72610350	9.0%
`possible_emails.last_seen`	72,610,350	72610350	9.0%
`possible_emails.md5_hash`	72,610,350	72610350	9.0%
`possible_emails.num_sources`	72,610,350	72610350	9.0%
`possible_emails.sha_256_hash`	72,610,350	72610350	9.0%
`possible_emails.type`	62,443,667	62443667	7.7%
`possible_location_names`	343,550,943	343550943	42.4%
`possible_phones`	21,871,908	21871908	2.7%
`possible_phones.first_seen`	21,871,908	21871908	2.7%
`possible_phones.last_seen`	21,871,908	21871908	2.7%
`possible_phones.num_sources`	21,871,908	21871908	2.7%
`possible_phones.number`	21,871,908	21871908	2.7%
`possible_profiles`	15,328,477	15328477	1.9%
`possible_profiles.first_seen`	15,328,477	15328477	1.9%
`possible_profiles.id`	10,917,906	10917906	1.3%
`possible_profiles.last_seen`	15,328,477	15328477	1.9%
`possible_profiles.network`	15,328,477	15328477	1.9%
`possible_profiles.num_sources`	15,328,477	15328477	1.9%
`possible_profiles.url`	15,328,477	15328477	1.9%
`possible_profiles.username`	14,489,947	14489947	1.8%
`possible_street_addresses`	9,842,084	9842084	1.2%
`possible_street_addresses.address_line_2`	3,508,988	3508988	0.4%
`possible_street_addresses.continent`	9,842,084	9842084	1.2%
`possible_street_addresses.country`	9,842,084	9842084	1.2%
`possible_street_addresses.first_seen`	9,842,084	9842084	1.2%
`possible_street_addresses.geo`	9,841,930	9841930	1.2%
`possible_street_addresses.last_seen`	9,842,084	9842084	1.2%
`possible_street_addresses.locality`	9,842,036	9842036	1.2%
`possible_street_addresses.metro`	8,955,127	8955127	1.1%
`possible_street_addresses.name`	9,842,084	9842084	1.2%
`possible_street_addresses.num_sources`	9,842,084	9842084	1.2%
`possible_street_addresses.postal_code`	9,806,556	9806556	1.2%
`possible_street_addresses.region`	9,842,057	9842057	1.2%
`possible_street_addresses.street_address`	9,842,084	9842084	1.2%
`profiles`	809,413,614	809413614	100.0%
`profiles.first_seen`	809,413,614	809413614	100.0%
`profiles.id`	618,025,946	618025946	76.4%
`profiles.last_seen`	809,413,614	809413614	100.0%
`profiles.network`	809,413,614	809413614	100.0%
`profiles.num_sources`	809,413,614	809413614	100.0%
`profiles.url`	809,413,614	809413614	100.0%
`profiles.username`	809,413,614	809413614	100.0%
`recommended_personal_email`	91,298,446	91298446	11.3%
`regions`	598,938,886	598938886	74.0%
`sex`	566,379,815	566379815	70.0%
`skills`	138,518,285	138518285	17.1%
`street_addresses`	35,294,466	35294466	4.4%
`street_addresses.address_line_2`	16,393,169	16393169	2.0%
`street_addresses.continent`	35,294,466	35294466	4.4%
`street_addresses.country`	35,294,466	35294466	4.4%
`street_addresses.first_seen`	35,294,466	35294466	4.4%
`street_addresses.geo`	34,569,899	34569899	4.3%
`street_addresses.last_seen`	35,294,466	35294466	4.4%
`street_addresses.locality`	34,607,439	34607439	4.3%
`street_addresses.metro`	31,169,164	31169164	3.9%
`street_addresses.name`	35,294,466	35294466	4.4%
`street_addresses.num_sources`	35,294,466	35294466	4.4%
`street_addresses.postal_code`	33,353,932	33353932	4.1%
`street_addresses.region`	34,695,138	34695138	4.3%
`street_addresses.street_address`	35,294,466	35294466	4.4%
`summary`	164,371,645	164371645	20.3%
`twitter_url`	12,771,627	12771627	1.6%
`twitter_username`	12,771,627	12771627	1.6%
`work_email`	68,063,562	68063562	8.4%

Stats shown are accurate as of data version 33.2