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`	724,455,525	724455525	100.0%
`birth_date`	10,085,894	10085894	1.4%
`birth_year`	16,618,097	16618097	2.3%
`certifications`	55,145,512	55145512	7.6%	T
`certifications.end_date`	41,698,808	41698808	5.8%	T
`certifications.name`	55,145,512	55145512	7.6%	T
`certifications.organization`	53,839,192	53839192	7.4%	T
`certifications.start_date`	45,144,125	45144125	6.2%	T
`countries`	708,864,390	708864390	97.8%
`education`	297,302,999	297302999	41.0%
`education.degrees`	157,945,311	157945311	21.8%
`education.end_date`	252,376,811	252376811	34.8%
`education.gpa`	9,271,075	9271075	1.3%
`education.majors`	189,025,491	189025491	26.1%
`education.minors`	1,564,534	1564534	0.2%
`education.raw`	253,814,396	253814396	35.0%	T
`education.school`	284,534,582	284534582	39.3%
`education.school.domain`	235,211,950	235211950	32.5%
`education.school.facebook_url`	172,722,451	172722451	23.8%
`education.school.id`	241,103,287	241103287	33.3%
`education.school.linkedin_id`	202,946,421	202946421	28.0%
`education.school.linkedin_url`	237,583,424	237583424	32.8%
`education.school.location`	230,864,829	230864829	31.9%
`education.school.location.continent`	230,864,829	230864829	31.9%
`education.school.location.country`	230,853,076	230853076	31.9%
`education.school.location.locality`	164,383,630	164383630	22.7%
`education.school.location.name`	230,864,829	230864829	31.9%
`education.school.location.region`	197,720,969	197720969	27.3%
`education.school.name`	284,521,006	284521006	39.3%
`education.school.raw`	282,846,382	282846382	39.0%	T
`education.school.twitter_url`	164,125,126	164125126	22.7%
`education.school.type`	271,033,832	271033832	37.4%
`education.school.website`	235,211,950	235211950	32.5%
`education.start_date`	255,626,722	255626722	35.3%
`education.summary`	50,288,871	50288871	6.9%	T
`emails`	203,731,901	203731901	28.1%
`emails.address`	203,731,901	203731901	28.1%
`emails.first_seen`	203,731,901	203731901	28.1%	T
`emails.last_seen`	203,731,901	203731901	28.1%	T
`emails.num_sources`	203,731,901	203731901	28.1%	T
`emails.type`	186,256,570	186256570	25.7%
`experience`	520,827,549	520827549	71.9%
`experience.company`	493,989,786	493989786	68.2%
`experience.company.facebook_url`	242,675,064	242675064	33.5%
`experience.company.founded`	303,524,049	303524049	41.9%
`experience.company.id`	376,667,996	376667996	52.0%
`experience.company.industry`	361,150,695	361150695	49.9%
`experience.company.linkedin_id`	376,667,996	376667996	52.0%
`experience.company.linkedin_url`	376,667,996	376667996	52.0%
`experience.company.location`	361,182,204	361182204	49.9%
`experience.company.location.address_line_2`	34,071,456	34071456	4.7%
`experience.company.location.continent`	360,542,675	360542675	49.8%
`experience.company.location.country`	361,178,424	361178424	49.9%
`experience.company.location.geo`	296,491,306	296491306	40.9%
`experience.company.location.locality`	295,259,078	295259078	40.8%
`experience.company.location.metro`	142,287,557	142287557	19.6%
`experience.company.location.name`	361,182,204	361182204	49.9%
`experience.company.location.postal_code`	153,214,798	153214798	21.1%
`experience.company.location.region`	322,002,430	322002430	44.4%
`experience.company.location.street_address`	169,075,844	169075844	23.3%
`experience.company.name`	493,989,786	493989786	68.2%
`experience.company.raw`	493,791,528	493791528	68.2%	T
`experience.company.size`	376,667,996	376667996	52.0%
`experience.company.ticker`	91,635,881	91635881	12.6%	T
`experience.company.twitter_url`	239,614,256	239614256	33.1%
`experience.company.type`	376,667,996	376667996	52.0%	T
`experience.company.website`	348,090,507	348090507	48.0%
`experience.end_date`	227,897,048	227897048	31.5%
`experience.first_seen`	520,827,549	520827549	71.9%	T
`experience.is_primary`	520,827,549	520827549	71.9%
`experience.last_seen`	520,827,549	520827549	71.9%	T
`experience.location_names`	180,392,694	180392694	24.9%
`experience.num_sources`	520,827,549	520827549	71.9%	T
`experience.start_date`	319,814,549	319814549	44.1%
`experience.summary`	135,174,465	135174465	18.7%	T
`experience.title`	518,906,171	518906171	71.6%
`experience.title.levels`	179,626,656	179626656	24.8%
`experience.title.name`	518,906,171	518906171	71.6%
`experience.title.raw`	518,906,171	518906171	71.6%	T
`experience.title.role`	236,040,403	236040403	32.6%
`experience.title.sub_role`	163,342,935	163342935	22.5%
`facebook_friends`	6,599,062	6599062	0.9%	T
`facebook_id`	31,879,080	31879080	4.4%
`facebook_url`	30,943,512	30943512	4.3%
`facebook_username`	30,943,512	30943512	4.3%
`first_name`	724,455,525	724455525	100.0%
`first_seen`	724,455,525	724455525	100.0%	T
`full_name`	724,455,525	724455525	100.0%
`github_url`	1,012,541	1012541	0.1%
`github_username`	1,012,541	1012541	0.1%
`id`	724,455,525	724455525	100.0%
`industry`	401,996,245	401996245	55.5%
`inferred_salary`	250,636,220	250636220	34.6%	T
`inferred_years_experience`	318,273,766	318273766	43.9%	T
`interests`	35,912,634	35912634	5.0%
`job_company_12mo_employee_growth_rate`	295,666,413	295666413	40.8%
`job_company_employee_count`	299,968,273	299968273	41.4%
`job_company_facebook_url`	150,473,061	150473061	20.8%
`job_company_founded`	216,351,826	216351826	29.9%
`job_company_id`	299,991,939	299991939	41.4%
`job_company_industry`	277,754,983	277754983	38.3%
`job_company_inferred_revenue`	299,968,273	299968273	41.4%
`job_company_linkedin_id`	299,991,939	299991939	41.4%
`job_company_linkedin_url`	299,991,939	299991939	41.4%
`job_company_location_address_line_2`	13,489,962	13489962	1.9%
`job_company_location_continent`	281,628,556	281628556	38.9%
`job_company_location_country`	282,437,356	282437356	39.0%
`job_company_location_geo`	207,280,331	207280331	28.6%
`job_company_location_locality`	207,591,929	207591929	28.7%
`job_company_location_metro`	90,266,094	90266094	12.5%
`job_company_location_name`	282,443,490	282443490	39.0%
`job_company_location_postal_code`	98,646,189	98646189	13.6%
`job_company_location_region`	236,335,054	236335054	32.6%
`job_company_location_street_address`	105,413,855	105413855	14.6%
`job_company_name`	438,022,798	438022798	60.5%
`job_company_size`	299,991,939	299991939	41.4%
`job_company_ticker`	45,805,720	45805720	6.3%	T
`job_company_total_funding_raised`	56,059,888	56059888	7.7%
`job_company_twitter_url`	149,521,723	149521723	20.6%
`job_company_type`	299,991,939	299991939	41.4%	T
`job_company_website`	266,550,930	266550930	36.8%
`job_history`	523,485,932	523485932	72.3%	T
`job_history.company_id`	383,060,608	383060608	52.9%	T
`job_history.company_name`	496,997,487	496997487	68.6%	T
`job_history.first_seen`	523,485,932	523485932	72.3%	T
`job_history.last_seen`	523,485,932	523485932	72.3%	T
`job_history.num_sources`	523,485,932	523485932	72.3%	T
`job_history.title`	521,589,096	521589096	72.0%	T
`job_last_changed`	466,854,959	466854959	64.4%	T
`job_last_verified`	466,854,959	466854959	64.4%	T
`job_onet_broad_occupation`	214,351,832	214351832	29.6%	T
`job_onet_code`	214,351,832	214351832	29.6%	T
`job_onet_major_group`	214,351,832	214351832	29.6%	T
`job_onet_minor_group`	214,351,832	214351832	29.6%	T
`job_onet_specific_occupation`	214,351,832	214351832	29.6%	T
`job_onet_specific_occupation_detail`	84,784,901	84784901	11.7%	T
`job_start_date`	268,503,732	268503732	37.1%
`job_summary`	59,840,526	59840526	8.3%	T
`job_title`	465,214,417	465214417	64.2%
`job_title_levels`	119,048,900	119048900	16.4%
`job_title_role`	155,121,197	155121197	21.4%
`job_title_sub_role`	90,390,568	90390568	12.5%
`languages`	81,081,334	81081334	11.2%	T
`languages.name`	81,081,334	81081334	11.2%	T
`languages.proficiency`	21,305,277	21305277	2.9%	T
`last_initial`	724,455,525	724455525	100.0%
`last_name`	713,244,859	713244859	98.5%
`linkedin_connections`	465,603,647	465603647	64.3%	T
`linkedin_id`	491,102,237	491102237	67.8%
`linkedin_url`	672,973,746	672973746	92.9%
`linkedin_username`	672,973,746	672973746	92.9%
`location_address_line_2`	4,920,115	4920115	0.7%
`location_continent`	708,864,209	708864209	97.8%
`location_country`	708,845,621	708845621	97.8%
`location_geo`	429,089,067	429089067	59.2%
`location_last_updated`	694,434,955	694434955	95.9%
`location_locality`	430,388,731	430388731	59.4%
`location_metro`	139,669,917	139669917	19.3%
`location_name`	708,860,260	708860260	97.8%
`location_names`	435,497,725	435497725	60.1%
`location_postal_code`	27,306,125	27306125	3.8%
`location_region`	490,197,499	490197499	67.7%
`location_street_address`	27,297,843	27297843	3.8%
`middle_initial`	118,462,500	118462500	16.4%
`middle_name`	104,905,824	104905824	14.5%
`mobile_phone`	68,535,584	68535584	9.5%
`name_aliases`	37,503,820	37503820	5.2%	T
`num_records`	724,455,525	724455525	100.0%	T
`num_sources`	724,455,525	724455525	100.0%	T
`personal_emails`	92,801,088	92801088	12.8%
`phone_numbers`	81,913,806	81913806	11.3%
`phones`	81,913,806	81913806	11.3%	T
`phones.first_seen`	81,913,806	81913806	11.3%	T
`phones.last_seen`	81,913,806	81913806	11.3%	T
`phones.num_sources`	81,913,806	81913806	11.3%	T
`phones.number`	81,913,806	81913806	11.3%	T
`possible_birth_dates`	8,171,758	8171758	1.1%	T
`possible_emails`	74,429,438	74429438	10.3%	T
`possible_emails.address`	74,429,438	74429438	10.3%	T
`possible_emails.first_seen`	74,429,438	74429438	10.3%	T
`possible_emails.last_seen`	74,429,438	74429438	10.3%	T
`possible_emails.num_sources`	74,429,438	74429438	10.3%	T
`possible_emails.type`	64,504,603	64504603	8.9%	T
`possible_location_names`	280,576,021	280576021	38.7%	T
`possible_phones`	22,910,540	22910540	3.2%	T
`possible_phones.first_seen`	22,910,540	22910540	3.2%	T
`possible_phones.last_seen`	22,910,540	22910540	3.2%	T
`possible_phones.num_sources`	22,910,540	22910540	3.2%	T
`possible_phones.number`	22,910,540	22910540	3.2%	T
`possible_profiles`	15,923,413	15923413	2.2%	T
`possible_profiles.first_seen`	15,923,413	15923413	2.2%	T
`possible_profiles.id`	12,622,037	12622037	1.7%	T
`possible_profiles.last_seen`	15,923,413	15923413	2.2%	T
`possible_profiles.network`	15,923,413	15923413	2.2%	T
`possible_profiles.num_sources`	15,923,413	15923413	2.2%	T
`possible_profiles.url`	15,923,413	15923413	2.2%	T
`possible_profiles.username`	15,058,691	15058691	2.1%	T
`possible_street_addresses`	10,834,943	10834943	1.5%	T
`possible_street_addresses.address_line_2`	3,777,140	3777140	0.5%	T
`possible_street_addresses.continent`	10,834,943	10834943	1.5%	T
`possible_street_addresses.country`	10,834,943	10834943	1.5%	T
`possible_street_addresses.first_seen`	10,834,943	10834943	1.5%	T
`possible_street_addresses.geo`	10,799,037	10799037	1.5%	T
`possible_street_addresses.last_seen`	10,834,943	10834943	1.5%	T
`possible_street_addresses.locality`	10,834,943	10834943	1.5%	T
`possible_street_addresses.metro`	9,874,814	9874814	1.4%	T
`possible_street_addresses.name`	10,834,943	10834943	1.5%	T
`possible_street_addresses.num_sources`	10,834,943	10834943	1.5%	T
`possible_street_addresses.postal_code`	10,780,812	10780812	1.5%	T
`possible_street_addresses.region`	10,834,943	10834943	1.5%	T
`possible_street_addresses.street_address`	10,834,943	10834943	1.5%	T
`profiles`	724,455,525	724455525	100.0%
`profiles.first_seen`	724,455,525	724455525	100.0%	T
`profiles.id`	515,877,261	515877261	71.2%
`profiles.last_seen`	724,455,525	724455525	100.0%	T
`profiles.network`	724,455,525	724455525	100.0%
`profiles.num_sources`	724,455,525	724455525	100.0%	T
`profiles.url`	724,455,525	724455525	100.0%
`profiles.username`	724,455,525	724455525	100.0%
`recommended_personal_email`	92,798,938	92798938	12.8%
`regions`	493,816,529	493816529	68.2%
`sex`	509,491,268	509491268	70.3%
`skills`	146,040,882	146040882	20.2%
`street_addresses`	34,738,145	34738145	4.8%
`street_addresses.address_line_2`	16,949,613	16949613	2.3%
`street_addresses.continent`	34,738,145	34738145	4.8%
`street_addresses.country`	34,738,145	34738145	4.8%
`street_addresses.first_seen`	34,738,145	34738145	4.8%	T
`street_addresses.geo`	34,617,355	34617355	4.8%
`street_addresses.last_seen`	34,738,145	34738145	4.8%	T
`street_addresses.locality`	34,738,145	34738145	4.8%
`street_addresses.metro`	32,446,526	32446526	4.5%
`street_addresses.name`	34,738,145	34738145	4.8%
`street_addresses.num_sources`	34,738,145	34738145	4.8%	T
`street_addresses.postal_code`	34,641,533	34641533	4.8%
`street_addresses.region`	34,738,145	34738145	4.8%
`street_addresses.street_address`	34,738,145	34738145	4.8%
`summary`	113,778,535	113778535	15.7%	T
`twitter_url`	12,755,613	12755613	1.8%
`twitter_username`	12,755,613	12755613	1.8%
`work_email`	87,105,084	87105084	12.0%

Stats shown are accurate as of data version 28.1