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. The table below summarizes some key statistics and fill rates for fields within this dataset. Restricted Fields are premium fields that 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	Restricted Field
`Total`	710,998,512	710998512	100.0%
`birth_date`	5,053,668	5053668	0.7%
`birth_year`	10,264,538	10264538	1.4%
`certifications`	26,170,057	26170057	3.7%	T
`certifications.end_date`	5,611,780	5611780	0.8%	T
`certifications.name`	26,170,057	26170057	3.7%	T
`certifications.organization`	21,635,012	21635012	3.0%	T
`certifications.start_date`	17,491,416	17491416	2.5%	T
`countries`	650,251,179	650251179	91.5%
`education`	221,562,684	221562684	31.2%
`education.degrees`	117,539,745	117539745	16.5%
`education.end_date`	189,852,552	189852552	26.7%
`education.gpa`	3,813,057	3813057	0.5%
`education.majors`	129,086,882	129086882	18.2%
`education.minors`	1,240,447	1240447	0.2%
`education.raw`	184,836,943	184836943	26.0%	T
`education.school`	214,906,663	214906663	30.2%
`education.school.domain`	179,305,177	179305177	25.2%
`education.school.facebook_url`	135,906,862	135906862	19.1%
`education.school.id`	182,939,936	182939936	25.7%
`education.school.linkedin_id`	180,929,058	180929058	25.4%
`education.school.linkedin_url`	180,929,058	180929058	25.4%
`education.school.location`	181,774,101	181774101	25.6%
`education.school.location.continent`	181,774,101	181774101	25.6%
`education.school.location.country`	181,774,101	181774101	25.6%
`education.school.location.locality`	138,931,456	138931456	19.5%
`education.school.location.name`	181,774,101	181774101	25.6%
`education.school.location.region`	146,850,082	146850082	20.7%
`education.school.name`	214,892,717	214892717	30.2%
`education.school.raw`	210,255,948	210255948	29.6%	T
`education.school.twitter_url`	129,939,394	129939394	18.3%
`education.school.type`	205,308,503	205308503	28.9%
`education.school.website`	179,305,177	179305177	25.2%
`education.start_date`	189,877,042	189877042	26.7%
`education.summary`	29,657,962	29657962	4.2%	T
`emails`	160,210,791	160210791	22.5%
`emails.address`	160,210,791	160210791	22.5%
`emails.first_seen`	160,210,791	160210791	22.5%	T
`emails.last_seen`	160,210,791	160210791	22.5%	T
`emails.num_sources`	160,210,791	160210791	22.5%	T
`emails.type`	141,867,083	141867083	20.0%
`experience`	512,254,458	512254458	72.0%
`experience.company`	444,676,738	444676738	62.5%
`experience.company.facebook_url`	155,202,817	155202817	21.8%
`experience.company.founded`	257,746,036	257746036	36.3%
`experience.company.fuzzy_match`	444,676,738	444676738	62.5%	T
`experience.company.id`	327,359,992	327359992	46.0%
`experience.company.industry`	317,131,364	317131364	44.6%
`experience.company.linkedin_id`	317,533,209	317533209	44.7%
`experience.company.linkedin_url`	327,359,992	327359992	46.0%
`experience.company.location`	307,815,808	307815808	43.3%
`experience.company.location.address_line_2`	31,930,609	31930609	4.5%
`experience.company.location.continent`	307,815,808	307815808	43.3%
`experience.company.location.country`	307,815,790	307815790	43.3%
`experience.company.location.geo`	248,827,243	248827243	35.0%
`experience.company.location.locality`	252,393,006	252393006	35.5%
`experience.company.location.metro`	128,728,351	128728351	18.1%
`experience.company.location.name`	307,815,808	307815808	43.3%
`experience.company.location.postal_code`	136,648,034	136648034	19.2%
`experience.company.location.region`	272,034,236	272034236	38.3%
`experience.company.location.street_address`	151,288,976	151288976	21.3%
`experience.company.name`	444,676,738	444676738	62.5%
`experience.company.raw`	444,520,907	444520907	62.5%	T
`experience.company.size`	327,359,992	327359992	46.0%
`experience.company.ticker`	83,838,254	83838254	11.8%	T
`experience.company.twitter_url`	172,148,507	172148507	24.2%
`experience.company.type`	327,359,992	327359992	46.0%	T
`experience.company.website`	299,212,025	299212025	42.1%
`experience.end_date`	177,239,108	177239108	24.9%
`experience.first_seen`	512,254,458	512254458	72.0%	T
`experience.is_primary`	512,254,458	512254458	72.0%
`experience.last_seen`	512,254,458	512254458	72.0%	T
`experience.location_names`	130,609,221	130609221	18.4%
`experience.num_sources`	512,254,458	512254458	72.0%	T
`experience.start_date`	255,321,273	255321273	35.9%
`experience.summary`	113,945,057	113945057	16.0%	T
`experience.title`	508,520,428	508520428	71.5%
`experience.title.levels`	166,968,263	166968263	23.5%
`experience.title.name`	508,520,428	508520428	71.5%
`experience.title.raw`	508,520,428	508520428	71.5%	T
`experience.title.role`	214,535,387	214535387	30.2%
`experience.title.sub_role`	145,853,164	145853164	20.5%
`facebook_friends`	6,335,749	6335749	0.9%	T
`facebook_id`	29,370,954	29370954	4.1%
`facebook_url`	28,265,986	28265986	4.0%
`facebook_username`	28,265,986	28265986	4.0%
`first_name`	710,998,512	710998512	100.0%
`first_seen`	710,998,512	710998512	100.0%	T
`full_name`	710,998,512	710998512	100.0%
`gender`	494,233,884	494233884	69.5%
`github_url`	975,496	975496	0.1%
`github_username`	975,496	975496	0.1%
`id`	710,998,512	710998512	100.0%
`industry`	402,346,651	402346651	56.6%
`inferred_salary`	243,231,536	243231536	34.2%	T
`inferred_years_experience`	262,827,505	262827505	37.0%	T
`interests`	34,270,820	34270820	4.8%
`job_company_facebook_url`	86,655,836	86655836	12.2%
`job_company_founded`	184,886,712	184886712	26.0%
`job_company_id`	258,166,915	258166915	36.3%
`job_company_industry`	247,736,373	247736373	34.8%
`job_company_linkedin_id`	246,440,636	246440636	34.7%
`job_company_linkedin_url`	258,166,915	258166915	36.3%
`job_company_location_address_line_2`	13,893,842	13893842	2.0%
`job_company_location_continent`	237,003,032	237003032	33.3%
`job_company_location_country`	237,003,005	237003005	33.3%
`job_company_location_geo`	174,856,903	174856903	24.6%
`job_company_location_locality`	178,888,274	178888274	25.2%
`job_company_location_metro`	84,047,104	84047104	11.8%
`job_company_location_name`	237,003,032	237003032	33.3%
`job_company_location_postal_code`	89,950,795	89950795	12.7%
`job_company_location_region`	199,548,394	199548394	28.1%
`job_company_location_street_address`	97,612,278	97612278	13.7%
`job_company_name`	395,158,389	395158389	55.6%
`job_company_size`	258,166,915	258166915	36.3%
`job_company_ticker`	44,654,069	44654069	6.3%	T
`job_company_twitter_url`	101,135,550	101135550	14.2%
`job_company_type`	258,166,915	258166915	36.3%	T
`job_company_website`	226,555,734	226555734	31.9%
`job_history`	512,841,936	512841936	72.1%	T
`job_history.company_id`	330,487,896	330487896	46.5%	T
`job_history.company_name`	445,513,417	445513417	62.7%	T
`job_history.first_seen`	512,841,936	512841936	72.1%	T
`job_history.last_seen`	512,841,936	512841936	72.1%	T
`job_history.num_sources`	512,841,936	512841936	72.1%	T
`job_history.title`	509,131,377	509131377	71.6%	T
`job_last_updated`	473,128,895	473128895	66.5%
`job_onet_broad_occupation`	91,794,141	91794141	12.9%	T
`job_onet_code`	91,794,141	91794141	12.9%	T
`job_onet_major_group`	91,794,141	91794141	12.9%	T
`job_onet_minor_group`	91,794,141	91794141	12.9%	T
`job_onet_specific_occupation`	91,794,141	91794141	12.9%	T
`job_onet_title`	43,591,688	43591688	6.1%	T
`job_start_date`	188,583,031	188583031	26.5%
`job_summary`	47,501,711	47501711	6.7%	T
`job_title`	470,061,018	470061018	66.1%
`job_title_levels`	114,981,586	114981586	16.2%
`job_title_role`	149,854,177	149854177	21.1%
`job_title_sub_role`	87,256,667	87256667	12.3%
`languages`	67,289,818	67289818	9.5%	T
`languages.name`	67,289,818	67289818	9.5%	T
`languages.proficiency`	16,620,468	16620468	2.3%	T
`last_initial`	710,998,512	710998512	100.0%
`last_name`	702,571,173	702571173	98.8%
`linkedin_connections`	496,579,103	496579103	69.8%	T
`linkedin_id`	467,965,058	467965058	65.8%
`linkedin_url`	710,998,512	710998512	100.0%
`linkedin_username`	710,998,512	710998512	100.0%
`location_address_line_2`	3,726,236	3726236	0.5%
`location_continent`	650,246,665	650246665	91.5%
`location_country`	650,238,714	650238714	91.5%
`location_geo`	372,479,306	372479306	52.4%
`location_last_updated`	616,658,025	616658025	86.7%
`location_locality`	388,958,820	388958820	54.7%
`location_metro`	137,436,997	137436997	19.3%
`location_name`	650,246,665	650246665	91.5%
`location_names`	393,695,328	393695328	55.4%
`location_postal_code`	21,817,169	21817169	3.1%
`location_region`	428,994,120	428994120	60.3%
`location_street_address`	21,759,249	21759249	3.1%
`middle_initial`	121,708,889	121708889	17.1%
`middle_name`	111,449,166	111449166	15.7%
`mobile_phone`	14,752,882	14752882	2.1%
`name_aliases`	19,406,269	19406269	2.7%	T
`num_records`	710,998,512	710998512	100.0%	T
`num_sources`	710,998,512	710998512	100.0%	T
`personal_emails`	87,744,239	87744239	12.3%
`phone_numbers`	28,484,814	28484814	4.0%
`phones`	28,484,814	28484814	4.0%	T
`phones.first_seen`	28,484,814	28484814	4.0%	T
`phones.last_seen`	28,484,814	28484814	4.0%	T
`phones.num_sources`	28,484,814	28484814	4.0%	T
`phones.number`	28,484,814	28484814	4.0%	T
`possible_birth_dates`	5,213,840	5213840	0.7%	T
`possible_emails`	69,914,039	69914039	9.8%	T
`possible_emails.address`	69,914,039	69914039	9.8%	T
`possible_emails.first_seen`	69,914,039	69914039	9.8%	T
`possible_emails.last_seen`	69,914,039	69914039	9.8%	T
`possible_emails.num_sources`	69,914,039	69914039	9.8%	T
`possible_emails.type`	58,825,213	58825213	8.3%	T
`possible_location_names`	201,691,259	201691259	28.4%	T
`possible_phones`	15,843,947	15843947	2.2%	T
`possible_phones.first_seen`	15,843,947	15843947	2.2%	T
`possible_phones.last_seen`	15,843,947	15843947	2.2%	T
`possible_phones.num_sources`	15,843,947	15843947	2.2%	T
`possible_phones.number`	15,843,947	15843947	2.2%	T
`possible_profiles`	17,333,696	17333696	2.4%	T
`possible_profiles.first_seen`	17,333,696	17333696	2.4%	T
`possible_profiles.id`	12,259,460	12259460	1.7%	T
`possible_profiles.last_seen`	17,333,696	17333696	2.4%	T
`possible_profiles.network`	17,333,696	17333696	2.4%	T
`possible_profiles.num_sources`	17,333,696	17333696	2.4%	T
`possible_profiles.url`	17,324,057	17324057	2.4%	T
`possible_profiles.username`	16,474,179	16474179	2.3%	T
`possible_street_addresses`	5,890,310	5890310	0.8%	T
`possible_street_addresses.address_line_2`	3,411,563	3411563	0.5%	T
`possible_street_addresses.continent`	5,890,310	5890310	0.8%	T
`possible_street_addresses.country`	5,890,310	5890310	0.8%	T
`possible_street_addresses.first_seen`	5,890,310	5890310	0.8%	T
`possible_street_addresses.geo`	5,876,348	5876348	0.8%	T
`possible_street_addresses.last_seen`	5,890,310	5890310	0.8%	T
`possible_street_addresses.locality`	5,890,310	5890310	0.8%	T
`possible_street_addresses.metro`	5,566,688	5566688	0.8%	T
`possible_street_addresses.name`	5,890,310	5890310	0.8%	T
`possible_street_addresses.num_sources`	5,890,310	5890310	0.8%	T
`possible_street_addresses.postal_code`	5,859,632	5859632	0.8%	T
`possible_street_addresses.region`	5,890,310	5890310	0.8%	T
`possible_street_addresses.street_address`	5,890,310	5890310	0.8%	T
`profiles`	710,998,512	710998512	100.0%
`profiles.first_seen`	710,998,512	710998512	100.0%	T
`profiles.id`	471,269,259	471269259	66.3%
`profiles.last_seen`	710,998,512	710998512	100.0%	T
`profiles.network`	710,998,512	710998512	100.0%
`profiles.num_sources`	710,998,512	710998512	100.0%	T
`profiles.url`	710,998,512	710998512	100.0%
`profiles.username`	710,998,512	710998512	100.0%
`regions`	432,833,650	432833650	60.9%
`release_version`	0	0	0.0%
`skills`	145,228,635	145228635	20.4%
`street_addresses`	28,333,121	28333121	4.0%
`street_addresses.address_line_2`	14,257,640	14257640	2.0%
`street_addresses.continent`	28,333,121	28333121	4.0%
`street_addresses.country`	28,333,121	28333121	4.0%
`street_addresses.first_seen`	28,333,121	28333121	4.0%	T
`street_addresses.geo`	28,171,796	28171796	4.0%
`street_addresses.last_seen`	28,333,121	28333121	4.0%	T
`street_addresses.locality`	28,333,121	28333121	4.0%
`street_addresses.metro`	26,393,603	26393603	3.7%
`street_addresses.name`	28,333,121	28333121	4.0%
`street_addresses.num_sources`	28,333,121	28333121	4.0%	T
`street_addresses.postal_code`	28,235,687	28235687	4.0%
`street_addresses.region`	28,333,121	28333121	4.0%
`street_addresses.street_address`	28,333,121	28333121	4.0%
`summary`	232,596,934	232596934	32.7%	T
`twitter_url`	9,687,718	9687718	1.4%
`twitter_username`	9,687,718	9687718	1.4%
`update_log`	710,998,512	710998512	100.0%
`update_log.record_update`	710,998,512	710998512	100.0%
`work_email`	46,917,266	46917266	6.6%