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`	814,855,745	814855745	100.0%
`activity_score`	756,750,185	756750185	92.9%
`activity_score_factors`	756,750,185	756750185	92.9%
`activity_score_factors.connection_change`	756,750,185	756750185	92.9%
`activity_score_factors.months_since_last_end_resume`	101,464,951	101464951	12.5%
`activity_score_factors.profile_change`	756,750,185	756750185	92.9%
`birth_date`	9,518,962	9518962	1.2%
`birth_year`	15,522,885	15522885	1.9%
`certifications`	68,787,402	68787402	8.4%
`certifications.end_date`	51,842,988	51842988	6.4%
`certifications.name`	68,787,402	68787402	8.4%
`certifications.organization`	67,676,639	67676639	8.3%
`certifications.start_date`	58,090,603	58090603	7.1%
`countries`	801,225,818	801225818	98.3%
`education`	368,884,305	368884305	45.3%
`education.degrees`	179,207,961	179207961	22.0%
`education.end_date`	314,221,970	314221970	38.6%
`education.gpa`	10,835,299	10835299	1.3%
`education.majors`	215,698,723	215698723	26.5%
`education.minors`	1,765,168	1765168	0.2%
`education.raw`	305,982,594	305982594	37.6%
`education.school`	368,374,956	368374956	45.2%
`education.school.domain`	319,882,866	319882866	39.3%
`education.school.facebook_url`	222,413,705	222413705	27.3%
`education.school.id`	329,130,691	329130691	40.4%
`education.school.linkedin_id`	329,130,691	329130691	40.4%
`education.school.linkedin_url`	329,130,155	329130155	40.4%
`education.school.location`	317,104,035	317104035	38.9%
`education.school.location.continent`	317,104,035	317104035	38.9%
`education.school.location.country`	317,098,966	317098966	38.9%
`education.school.location.locality`	303,755,151	303755151	37.3%
`education.school.location.name`	317,104,035	317104035	38.9%
`education.school.location.region`	311,438,358	311438358	38.2%
`education.school.name`	368,301,879	368301879	45.2%
`education.school.raw`	365,868,184	365868184	44.9%
`education.school.twitter_url`	210,403,893	210403893	25.8%
`education.school.type`	355,036,979	355036979	43.6%
`education.school.website`	319,882,866	319882866	39.3%
`education.start_date`	321,154,052	321154052	39.4%
`education.summary`	77,579,954	77579954	9.5%
`emails`	225,148,800	225148800	27.6%
`emails.address`	225,148,800	225148800	27.6%
`emails.first_seen`	225,148,800	225148800	27.6%
`emails.last_seen`	225,148,800	225148800	27.6%
`emails.md5_hash`	225,148,800	225148800	27.6%
`emails.num_sources`	225,148,800	225148800	27.6%
`emails.sha_256_hash`	225,148,800	225148800	27.6%
`emails.type`	205,846,186	205846186	25.3%
`experience`	588,139,493	588139493	72.2%
`experience.company`	559,664,767	559664767	68.7%
`experience.company.facebook_url`	282,489,404	282489404	34.7%
`experience.company.founded`	354,617,681	354617681	43.5%
`experience.company.id`	443,110,152	443110152	54.4%
`experience.company.industry`	428,709,761	428709761	52.6%
`experience.company.industry_v2`	422,258,679	422258679	51.8%
`experience.company.linkedin_id`	443,110,152	443110152	54.4%
`experience.company.linkedin_url`	443,110,152	443110152	54.4%
`experience.company.location`	428,257,974	428257974	52.6%
`experience.company.location.address_line_2`	76,537,531	76537531	9.4%
`experience.company.location.continent`	427,581,696	427581696	52.5%
`experience.company.location.country`	428,255,832	428255832	52.6%
`experience.company.location.geo`	401,137,569	401137569	49.2%
`experience.company.location.locality`	406,085,687	406085687	49.8%
`experience.company.location.metro`	161,469,661	161469661	19.8%
`experience.company.location.name`	428,257,974	428257974	52.6%
`experience.company.location.postal_code`	358,992,928	358992928	44.1%
`experience.company.location.region`	410,921,570	410921570	50.4%
`experience.company.location.street_address`	335,014,690	335014690	41.1%
`experience.company.name`	559,664,767	559664767	68.7%
`experience.company.raw`	559,662,755	559662755	68.7%
`experience.company.size`	443,110,152	443110152	54.4%
`experience.company.ticker`	101,995,779	101995779	12.5%
`experience.company.twitter_url`	231,636,803	231636803	28.4%
`experience.company.type`	443,110,152	443110152	54.4%
`experience.company.website`	406,712,166	406712166	49.9%
`experience.end_date`	255,927,923	255927923	31.4%
`experience.first_seen`	588,139,493	588139493	72.2%
`experience.is_primary`	588,139,493	588139493	72.2%
`experience.last_seen`	588,139,493	588139493	72.2%
`experience.location_names`	245,883,660	245883660	30.2%
`experience.num_sources`	588,139,493	588139493	72.2%
`experience.start_date`	359,963,417	359963417	44.2%
`experience.summary`	173,602,894	173602894	21.3%
`experience.title`	586,245,705	586245705	71.9%
`experience.title.class`	406,396,907	406396907	49.9%
`experience.title.levels`	201,481,318	201481318	24.7%
`experience.title.name`	586,245,705	586245705	71.9%
`experience.title.raw`	586,245,705	586245705	71.9%
`experience.title.role`	406,396,907	406396907	49.9%
`experience.title.sub_role`	350,130,442	350130442	43.0%
`facebook_friends`	6,224,616	6224616	0.8%
`facebook_id`	30,629,842	30629842	3.8%
`facebook_url`	29,735,674	29735674	3.6%
`facebook_username`	29,735,674	29735674	3.6%
`first_name`	814,855,745	814855745	100.0%
`first_seen`	814,855,745	814855745	100.0%
`full_name`	814,855,745	814855745	100.0%
`github_url`	1,994,722	1994722	0.2%
`github_username`	1,994,722	1994722	0.2%
`headline`	268,491,926	268491926	32.9%
`id`	814,855,745	814855745	100.0%
`industry`	436,981,685	436981685	53.6%
`inferred_salary`	274,256,366	274256366	33.7%
`inferred_years_experience`	354,113,209	354113209	43.5%
`interests`	35,100,423	35100423	4.3%
`job_company_12mo_employee_growth_rate`	343,456,110	343456110	42.1%
`job_company_employee_count`	348,381,471	348381471	42.8%
`job_company_facebook_url`	170,606,989	170606989	20.9%
`job_company_founded`	248,921,011	248921011	30.5%
`job_company_id`	348,411,794	348411794	42.8%
`job_company_industry`	332,442,715	332442715	40.8%
`job_company_industry_v2`	327,021,710	327021710	40.1%
`job_company_inferred_revenue`	348,381,471	348381471	42.8%
`job_company_linkedin_id`	348,411,794	348411794	42.8%
`job_company_linkedin_url`	348,411,794	348411794	42.8%
`job_company_location_address_line_2`	31,140,070	31140070	3.8%
`job_company_location_continent`	329,838,990	329838990	40.5%
`job_company_location_country`	330,665,961	330665961	40.6%
`job_company_location_geo`	300,337,444	300337444	36.9%
`job_company_location_locality`	306,398,348	306398348	37.6%
`job_company_location_metro`	100,716,543	100716543	12.4%
`job_company_location_name`	330,670,339	330670339	40.6%
`job_company_location_postal_code`	247,508,220	247508220	30.4%
`job_company_location_region`	312,518,686	312518686	38.4%
`job_company_location_street_address`	225,744,440	225744440	27.7%
`job_company_name`	484,853,492	484853492	59.5%
`job_company_size`	348,411,794	348411794	42.8%
`job_company_ticker`	49,541,416	49541416	6.1%
`job_company_total_funding_raised`	62,844,374	62844374	7.7%
`job_company_twitter_url`	128,040,854	128040854	15.7%
`job_company_type`	348,411,794	348411794	42.8%
`job_company_website`	306,443,339	306443339	37.6%
`job_history`	588,231,252	588231252	72.2%
`job_history.company_id`	447,301,049	447301049	54.9%
`job_history.company_name`	560,415,476	560415476	68.8%
`job_history.first_seen`	588,231,252	588231252	72.2%
`job_history.last_seen`	588,231,252	588231252	72.2%
`job_history.num_sources`	588,231,252	588231252	72.2%
`job_history.title`	586,342,922	586342922	72.0%
`job_last_changed`	507,985,782	507985782	62.3%
`job_last_verified`	507,985,782	507985782	62.3%
`job_onet_broad_occupation`	234,821,995	234821995	28.8%
`job_onet_code`	234,821,995	234821995	28.8%
`job_onet_major_group`	234,821,995	234821995	28.8%
`job_onet_minor_group`	234,821,995	234821995	28.8%
`job_onet_specific_occupation`	234,821,995	234821995	28.8%
`job_onet_specific_occupation_detail`	93,590,385	93590385	11.5%
`job_start_date`	297,321,265	297321265	36.5%
`job_summary`	80,714,091	80714091	9.9%
`job_title`	507,546,002	507546002	62.3%
`job_title_class`	308,929,768	308929768	37.9%
`job_title_levels`	130,647,441	130647441	16.0%
`job_title_role`	308,929,768	308929768	37.9%
`job_title_sub_role`	244,240,998	244240998	30.0%
`languages`	85,856,598	85856598	10.5%
`languages.name`	85,856,598	85856598	10.5%
`languages.proficiency`	54,758,279	54758279	6.7%
`last_initial`	814,855,745	814855745	100.0%
`last_name`	798,208,247	798208247	98.0%
`linkedin_connections`	477,770,173	477770173	58.6%
`linkedin_id`	610,496,767	610496767	74.9%
`linkedin_url`	756,750,185	756750185	92.9%
`linkedin_username`	756,750,185	756750185	92.9%
`location_address_line_2`	3,452,669	3452669	0.4%
`location_continent`	801,238,872	801238872	98.3%
`location_country`	801,196,473	801196473	98.3%
`location_geo`	545,618,816	545618816	67.0%
`location_last_updated`	781,322,451	781322451	95.9%
`location_locality`	558,335,959	558335959	68.5%
`location_metro`	150,035,405	150035405	18.4%
`location_name`	801,238,872	801238872	98.3%
`location_names`	563,773,350	563773350	69.2%
`location_postal_code`	26,483,521	26483521	3.3%
`location_region`	594,167,890	594167890	72.9%
`location_street_address`	27,180,580	27180580	3.3%
`middle_initial`	132,652,162	132652162	16.3%
`middle_name`	119,286,949	119286949	14.6%
`mobile_phone`	58,644,581	58644581	7.2%
`name_aliases`	47,615,997	47615997	5.8%
`num_records`	814,855,745	814855745	100.0%
`num_sources`	814,855,745	814855745	100.0%
`personal_emails`	91,108,659	91108659	11.2%
`phone_numbers`	91,350,077	91350077	11.2%
`phones`	91,350,077	91350077	11.2%
`phones.first_seen`	91,350,077	91350077	11.2%
`phones.last_seen`	91,350,077	91350077	11.2%
`phones.num_sources`	91,350,077	91350077	11.2%
`phones.number`	91,350,077	91350077	11.2%
`possible_birth_dates`	7,829,594	7829594	1.0%
`possible_emails`	71,548,303	71548303	8.8%
`possible_emails.address`	71,548,303	71548303	8.8%
`possible_emails.first_seen`	71,548,303	71548303	8.8%
`possible_emails.last_seen`	71,548,303	71548303	8.8%
`possible_emails.md5_hash`	71,548,303	71548303	8.8%
`possible_emails.num_sources`	71,548,303	71548303	8.8%
`possible_emails.sha_256_hash`	71,548,303	71548303	8.8%
`possible_emails.type`	61,774,696	61774696	7.6%
`possible_location_names`	354,741,181	354741181	43.5%
`possible_phones`	21,510,165	21510165	2.6%
`possible_phones.first_seen`	21,510,165	21510165	2.6%
`possible_phones.last_seen`	21,510,165	21510165	2.6%
`possible_phones.num_sources`	21,510,165	21510165	2.6%
`possible_phones.number`	21,510,165	21510165	2.6%
`possible_profiles`	15,241,441	15241441	1.9%
`possible_profiles.first_seen`	15,241,441	15241441	1.9%
`possible_profiles.id`	10,898,747	10898747	1.3%
`possible_profiles.last_seen`	15,241,441	15241441	1.9%
`possible_profiles.network`	15,241,441	15241441	1.9%
`possible_profiles.num_sources`	15,241,441	15241441	1.9%
`possible_profiles.url`	15,241,441	15241441	1.9%
`possible_profiles.username`	14,407,048	14407048	1.8%
`possible_street_addresses`	9,800,029	9800029	1.2%
`possible_street_addresses.address_line_2`	3,491,454	3491454	0.4%
`possible_street_addresses.continent`	9,800,029	9800029	1.2%
`possible_street_addresses.country`	9,800,029	9800029	1.2%
`possible_street_addresses.first_seen`	9,800,029	9800029	1.2%
`possible_street_addresses.geo`	9,799,871	9799871	1.2%
`possible_street_addresses.last_seen`	9,800,029	9800029	1.2%
`possible_street_addresses.locality`	9,799,981	9799981	1.2%
`possible_street_addresses.metro`	8,915,709	8915709	1.1%
`possible_street_addresses.name`	9,800,029	9800029	1.2%
`possible_street_addresses.num_sources`	9,800,029	9800029	1.2%
`possible_street_addresses.postal_code`	9,764,583	9764583	1.2%
`possible_street_addresses.region`	9,800,002	9800002	1.2%
`possible_street_addresses.street_address`	9,800,029	9800029	1.2%
`profile_score`	814,855,745	814855745	100.0%
`profile_score_factors`	814,855,745	814855745	100.0%
`profile_score_factors.attribute_fill_rate`	814,855,745	814855745	100.0%
`profile_score_factors.has_valid_url`	814,855,745	814855745	100.0%
`profile_score_factors.meets_connection_threshold`	814,855,745	814855745	100.0%
`profile_score_factors.profile_age_months`	814,855,745	814855745	100.0%
`profiles`	814,855,745	814855745	100.0%
`profiles.first_seen`	814,855,745	814855745	100.0%
`profiles.id`	640,142,563	640142563	78.6%
`profiles.last_seen`	814,855,745	814855745	100.0%
`profiles.network`	814,855,745	814855745	100.0%
`profiles.num_sources`	814,855,745	814855745	100.0%
`profiles.url`	814,855,745	814855745	100.0%
`profiles.username`	814,855,745	814855745	100.0%
`recommended_personal_email`	91,106,842	91106842	11.2%
`regions`	602,521,901	602521901	73.9%
`sex`	570,768,562	570768562	70.0%
`skills`	203,743,461	203743461	25.0%
`street_addresses`	35,142,661	35142661	4.3%
`street_addresses.address_line_2`	16,261,722	16261722	2.0%
`street_addresses.continent`	35,142,661	35142661	4.3%
`street_addresses.country`	35,142,661	35142661	4.3%
`street_addresses.first_seen`	35,142,661	35142661	4.3%
`street_addresses.geo`	34,562,777	34562777	4.2%
`street_addresses.last_seen`	35,142,661	35142661	4.3%
`street_addresses.locality`	34,608,174	34608174	4.2%
`street_addresses.metro`	31,106,744	31106744	3.8%
`street_addresses.name`	35,142,661	35142661	4.3%
`street_addresses.num_sources`	35,142,661	35142661	4.3%
`street_addresses.postal_code`	33,116,172	33116172	4.1%
`street_addresses.region`	34,694,974	34694974	4.3%
`street_addresses.street_address`	35,142,661	35142661	4.3%
`summary`	166,485,691	166485691	20.4%
`twitter_url`	12,527,718	12527718	1.5%
`twitter_username`	12,527,718	12527718	1.5%
`work_email`	84,215,498	84215498	10.3%

Stats shown are accurate as of data version 35.0

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