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`	751,349,472	751349472	100.0%
`birth_date`	9,981,886	9981886	1.3%
`birth_year`	16,432,221	16432221	2.2%
`certifications`	58,818,923	58818923	7.8%
`certifications.end_date`	45,530,232	45530232	6.1%
`certifications.name`	58,818,923	58818923	7.8%
`certifications.organization`	57,614,944	57614944	7.7%
`certifications.start_date`	48,673,043	48673043	6.5%
`countries`	737,254,853	737254853	98.1%
`education`	308,112,345	308112345	41.0%
`education.degrees`	162,832,733	162832733	21.7%
`education.end_date`	265,162,539	265162539	35.3%
`education.gpa`	9,869,742	9869742	1.3%
`education.majors`	197,340,544	197340544	26.3%
`education.minors`	1,590,463	1590463	0.2%
`education.raw`	263,268,655	263268655	35.0%
`education.school`	294,960,097	294960097	39.3%
`education.school.domain`	244,970,407	244970407	32.6%
`education.school.facebook_url`	180,310,710	180310710	24.0%
`education.school.id`	251,294,237	251294237	33.4%
`education.school.linkedin_id`	211,505,162	211505162	28.2%
`education.school.linkedin_url`	247,651,839	247651839	33.0%
`education.school.location`	243,656,710	243656710	32.4%
`education.school.location.continent`	243,656,710	243656710	32.4%
`education.school.location.country`	243,255,232	243255232	32.4%
`education.school.location.locality`	196,060,230	196060230	26.1%
`education.school.location.name`	243,656,710	243656710	32.4%
`education.school.location.region`	212,949,164	212949164	28.3%
`education.school.name`	294,944,768	294944768	39.3%
`education.school.raw`	293,036,699	293036699	39.0%
`education.school.twitter_url`	171,100,457	171100457	22.8%
`education.school.type`	281,014,385	281014385	37.4%
`education.school.website`	244,970,407	244970407	32.6%
`education.start_date`	269,728,302	269728302	35.9%
`education.summary`	60,576,566	60576566	8.1%
`emails`	202,476,473	202476473	26.9%
`emails.address`	202,476,473	202476473	26.9%
`emails.first_seen`	202,476,473	202476473	26.9%
`emails.last_seen`	202,476,473	202476473	26.9%
`emails.num_sources`	202,476,473	202476473	26.9%
`emails.type`	185,154,912	185154912	24.6%
`experience`	540,742,364	540742364	72.0%
`experience.company`	513,758,980	513758980	68.4%
`experience.company.facebook_url`	255,035,358	255035358	33.9%
`experience.company.founded`	317,495,781	317495781	42.3%
`experience.company.id`	392,845,514	392845514	52.3%
`experience.company.industry`	381,073,838	381073838	50.7%
`experience.company.linkedin_id`	392,845,514	392845514	52.3%
`experience.company.linkedin_url`	392,845,514	392845514	52.3%
`experience.company.location`	376,860,647	376860647	50.2%
`experience.company.location.address_line_2`	70,041,477	70041477	9.3%
`experience.company.location.continent`	376,215,539	376215539	50.1%
`experience.company.location.country`	376,851,995	376851995	50.2%
`experience.company.location.geo`	335,912,929	335912929	44.7%
`experience.company.location.locality`	342,721,838	342721838	45.6%
`experience.company.location.metro`	145,027,953	145027953	19.3%
`experience.company.location.name`	376,860,647	376860647	50.2%
`experience.company.location.postal_code`	262,154,444	262154444	34.9%
`experience.company.location.region`	358,690,041	358690041	47.7%
`experience.company.location.street_address`	308,053,804	308053804	41.0%
`experience.company.name`	513,758,980	513758980	68.4%
`experience.company.raw`	513,565,182	513565182	68.4%
`experience.company.size`	392,845,514	392845514	52.3%
`experience.company.ticker`	95,221,322	95221322	12.7%
`experience.company.twitter_url`	250,068,354	250068354	33.3%
`experience.company.type`	392,845,514	392845514	52.3%
`experience.company.website`	363,233,130	363233130	48.3%
`experience.end_date`	239,247,277	239247277	31.8%
`experience.first_seen`	540,742,364	540742364	72.0%
`experience.is_primary`	540,742,364	540742364	72.0%
`experience.last_seen`	540,742,364	540742364	72.0%
`experience.location_names`	226,502,955	226502955	30.1%
`experience.num_sources`	540,742,364	540742364	72.0%
`experience.start_date`	332,144,336	332144336	44.2%
`experience.summary`	154,251,639	154251639	20.5%
`experience.title`	538,830,669	538830669	71.7%
`experience.title.levels`	186,347,606	186347606	24.8%
`experience.title.name`	538,830,669	538830669	71.7%
`experience.title.raw`	538,830,669	538830669	71.7%
`experience.title.class`	343,340,959	343340959	45.7%
`experience.title.role`	343,340,960	343340960	45.7%
`experience.title.sub_role`	299,229,592	299229592	39.8%
`facebook_friends`	6,550,231	6550231	0.9%
`facebook_id`	31,714,711	31714711	4.2%
`facebook_url`	30,776,146	30776146	4.1%
`facebook_username`	30,776,146	30776146	4.1%
`first_name`	751,349,472	751349472	100.0%
`first_seen`	751,349,472	751349472	100.0%
`full_name`	751,349,472	751349472	100.0%
`github_url`	1,001,363	1001363	0.1%
`github_username`	1,001,363	1001363	0.1%
`headline`	74,663,576	74663576	9.9%
`id`	751,349,472	751349472	100.0%
`industry`	403,479,471	403479471	53.7%
`inferred_salary`	256,645,030	256645030	34.2%
`inferred_years_experience`	328,568,346	328568346	43.7%
`interests`	35,763,837	35763837	4.8%
`job_company_12mo_employee_growth_rate`	304,801,256	304801256	40.6%
`job_company_employee_count`	309,115,798	309115798	41.1%
`job_company_facebook_url`	155,689,300	155689300	20.7%
`job_company_founded`	223,863,370	223863370	29.8%
`job_company_id`	309,141,208	309141208	41.1%
`job_company_industry`	296,471,107	296471107	39.5%
`job_company_inferred_revenue`	309,115,798	309115798	41.1%
`job_company_linkedin_id`	309,141,208	309141208	41.1%
`job_company_linkedin_url`	309,141,208	309141208	41.1%
`job_company_location_address_line_2`	28,524,916	28524916	3.8%
`job_company_location_continent`	290,204,883	290204883	38.6%
`job_company_location_country`	291,014,810	291014810	38.7%
`job_company_location_geo`	244,161,918	244161918	32.5%
`job_company_location_locality`	252,695,214	252695214	33.6%
`job_company_location_metro`	89,913,269	89913269	12.0%
`job_company_location_name`	291,028,179	291028179	38.7%
`job_company_location_postal_code`	174,454,872	174454872	23.2%
`job_company_location_region`	272,290,103	272290103	36.2%
`job_company_location_street_address`	213,190,918	213190918	28.4%
`job_company_name`	451,832,102	451832102	60.1%
`job_company_size`	309,141,208	309141208	41.1%
`job_company_ticker`	46,681,089	46681089	6.2%
`job_company_total_funding_raised`	60,135,281	60135281	8.0%
`job_company_twitter_url`	153,182,091	153182091	20.4%
`job_company_type`	309,141,208	309141208	41.1%
`job_company_website`	274,747,961	274747961	36.6%
`job_history`	540,827,710	540827710	72.0%
`job_history.company_id`	396,411,424	396411424	52.8%
`job_history.company_name`	514,176,824	514176824	68.4%
`job_history.first_seen`	540,827,710	540827710	72.0%
`job_history.last_seen`	540,827,710	540827710	72.0%
`job_history.num_sources`	540,827,710	540827710	72.0%
`job_history.title`	538,939,534	538939534	71.7%
`job_last_changed`	480,786,629	480786629	64.0%
`job_last_verified`	480,786,629	480786629	64.0%
`job_onet_broad_occupation`	219,952,849	219952849	29.3%
`job_onet_code`	219,952,849	219952849	29.3%
`job_onet_major_group`	219,952,849	219952849	29.3%
`job_onet_minor_group`	219,952,849	219952849	29.3%
`job_onet_specific_occupation`	219,952,849	219952849	29.3%
`job_onet_specific_occupation_detail`	87,077,713	87077713	11.6%
`job_start_date`	274,519,095	274519095	36.5%
`job_summary`	65,209,023	65209023	8.7%
`job_title`	479,163,438	479163438	63.8%
`job_title_levels`	121,429,197	121429197	16.2%
`job_title_class`	254,637,684	254637684	33.9%
`job_title_role`	254,637,685	254637685	33.9%
`job_title_sub_role`	206,788,089	206788089	27.5%
`languages`	82,205,599	82205599	10.9%
`languages.name`	82,205,599	82205599	10.9%
`languages.proficiency`	21,988,690	21988690	2.9%
`last_initial`	751,349,472	751349472	100.0%
`last_name`	739,637,680	739637680	98.4%
`linkedin_connections`	460,748,301	460748301	61.3%
`linkedin_id`	478,366,060	478366060	63.7%
`linkedin_url`	697,728,353	697728353	92.9%
`linkedin_username`	697,728,353	697728353	92.9%
`location_address_line_2`	3,484,436	3484436	0.5%
`location_continent`	737,256,707	737256707	98.1%
`location_country`	737,237,877	737237877	98.1%
`location_geo`	477,691,500	477691500	63.6%
`location_last_updated`	723,309,522	723309522	96.3%
`location_locality`	491,161,756	491161756	65.4%
`location_metro`	138,231,931	138231931	18.4%
`location_name`	737,253,086	737253086	98.1%
`location_names`	495,057,393	495057393	65.9%
`location_postal_code`	27,281,205	27281205	3.6%
`location_region`	535,073,757	535073757	71.2%
`location_street_address`	27,580,988	27580988	3.7%
`middle_initial`	123,769,591	123769591	16.5%
`middle_name`	110,210,138	110210138	14.7%
`mobile_phone`	57,339,799	57339799	7.6%
`name_aliases`	39,719,963	39719963	5.3%
`num_records`	751,349,472	751349472	100.0%
`num_sources`	751,349,472	751349472	100.0%
`personal_emails`	92,585,969	92585969	12.3%
`phone_numbers`	81,265,848	81265848	10.8%
`phones`	81,265,848	81265848	10.8%
`phones.first_seen`	81,265,848	81265848	10.8%
`phones.last_seen`	81,265,848	81265848	10.8%
`phones.num_sources`	81,265,848	81265848	10.8%
`phones.number`	81,265,848	81265848	10.8%
`possible_birth_dates`	8,094,411	8094411	1.1%
`possible_emails`	74,069,303	74069303	9.9%
`possible_emails.address`	74,069,303	74069303	9.9%
`possible_emails.first_seen`	74,069,303	74069303	9.9%
`possible_emails.last_seen`	74,069,303	74069303	9.9%
`possible_emails.num_sources`	74,069,303	74069303	9.9%
`possible_emails.type`	64,176,414	64176414	8.5%
`possible_location_names`	307,997,993	307997993	41.0%
`possible_phones`	22,849,352	22849352	3.0%
`possible_phones.first_seen`	22,849,352	22849352	3.0%
`possible_phones.last_seen`	22,849,352	22849352	3.0%
`possible_phones.num_sources`	22,849,352	22849352	3.0%
`possible_phones.number`	22,849,352	22849352	3.0%
`possible_profiles`	15,856,881	15856881	2.1%
`possible_profiles.first_seen`	15,856,881	15856881	2.1%
`possible_profiles.id`	11,180,492	11180492	1.5%
`possible_profiles.last_seen`	15,856,881	15856881	2.1%
`possible_profiles.network`	15,856,881	15856881	2.1%
`possible_profiles.num_sources`	15,856,881	15856881	2.1%
`possible_profiles.url`	15,856,881	15856881	2.1%
`possible_profiles.username`	14,994,656	14994656	2.0%
`possible_street_addresses`	10,646,488	10646488	1.4%
`possible_street_addresses.address_line_2`	3,769,176	3769176	0.5%
`possible_street_addresses.continent`	10,646,488	10646488	1.4%
`possible_street_addresses.country`	10,646,487	10646487	1.4%
`possible_street_addresses.first_seen`	10,646,488	10646488	1.4%
`possible_street_addresses.geo`	10,573,821	10573821	1.4%
`possible_street_addresses.last_seen`	10,646,488	10646488	1.4%
`possible_street_addresses.locality`	10,634,672	10634672	1.4%
`possible_street_addresses.metro`	9,661,851	9661851	1.3%
`possible_street_addresses.name`	10,646,488	10646488	1.4%
`possible_street_addresses.num_sources`	10,646,488	10646488	1.4%
`possible_street_addresses.postal_code`	10,609,270	10609270	1.4%
`possible_street_addresses.region`	10,646,406	10646406	1.4%
`possible_street_addresses.street_address`	10,646,488	10646488	1.4%
`profiles`	751,349,472	751349472	100.0%
`profiles.first_seen`	751,349,472	751349472	100.0%
`profiles.id`	505,842,439	505842439	67.3%
`profiles.last_seen`	751,349,472	751349472	100.0%
`profiles.network`	751,349,472	751349472	100.0%
`profiles.num_sources`	751,349,472	751349472	100.0%
`profiles.url`	751,349,472	751349472	100.0%
`profiles.username`	751,349,472	751349472	100.0%
`recommended_personal_email`	92,584,061	92584061	12.3%
`regions`	537,862,602	537862602	71.6%
`sex`	526,879,588	526879588	70.1%
`skills`	149,716,809	149716809	19.9%
`street_addresses`	35,264,721	35264721	4.7%
`street_addresses.address_line_2`	16,941,441	16941441	2.3%
`street_addresses.continent`	35,264,721	35264721	4.7%
`street_addresses.country`	35,264,707	35264707	4.7%
`street_addresses.first_seen`	35,264,721	35264721	4.7%
`street_addresses.geo`	34,541,830	34541830	4.6%
`street_addresses.last_seen`	35,264,721	35264721	4.7%
`street_addresses.locality`	34,782,030	34782030	4.6%
`street_addresses.metro`	32,103,537	32103537	4.3%
`street_addresses.name`	35,264,721	35264721	4.7%
`street_addresses.num_sources`	35,264,721	35264721	4.7%
`street_addresses.postal_code`	34,766,635	34766635	4.6%
`street_addresses.region`	35,242,459	35242459	4.7%
`street_addresses.street_address`	35,264,721	35264721	4.7%
`summary`	142,062,873	142062873	18.9%
`twitter_url`	12,754,626	12754626	1.7%
`twitter_username`	12,754,626	12754626	1.7%
`work_email`	83,624,131	83624131	11.1%

Stats shown are accurate as of data version 29.2