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`	755,661,437	755661437	100.0%
`birth_date`	10,007,032	10007032	1.3%
`birth_year`	16,289,693	16289693	2.2%
`certifications`	60,048,410	60048410	7.9%
`certifications.end_date`	47,137,008	47137008	6.2%
`certifications.name`	60,048,410	60048410	7.9%
`certifications.organization`	58,898,621	58898621	7.8%
`certifications.start_date`	49,920,860	49920860	6.6%
`countries`	744,159,603	744159603	98.5%
`education`	311,066,034	311066034	41.2%
`education.degrees`	163,568,320	163568320	21.6%
`education.end_date`	268,269,201	268269201	35.5%
`education.gpa`	10,069,887	10069887	1.3%
`education.majors`	199,030,297	199030297	26.3%
`education.minors`	1,583,586	1583586	0.2%
`education.raw`	265,567,473	265567473	35.1%
`education.school`	299,073,228	299073228	39.6%
`education.school.domain`	251,620,235	251620235	33.3%
`education.school.facebook_url`	183,194,518	183194518	24.2%
`education.school.id`	258,052,585	258052585	34.1%
`education.school.linkedin_id`	213,464,934	213464934	28.2%
`education.school.linkedin_url`	256,502,605	256502605	33.9%
`education.school.location`	246,727,281	246727281	32.7%
`education.school.location.continent`	246,727,281	246727281	32.7%
`education.school.location.country`	246,720,993	246720993	32.6%
`education.school.location.locality`	241,507,415	241507415	32.0%
`education.school.location.name`	246,727,281	246727281	32.7%
`education.school.location.region`	244,765,575	244765575	32.4%
`education.school.name`	299,049,713	299049713	39.6%
`education.school.raw`	295,688,801	295688801	39.1%
`education.school.twitter_url`	173,597,374	173597374	23.0%
`education.school.type`	285,601,193	285601193	37.8%
`education.school.website`	251,620,235	251620235	33.3%
`education.start_date`	273,058,955	273058955	36.1%
`education.summary`	61,676,610	61676610	8.2%
`emails`	201,454,413	201454413	26.7%
`emails.address`	201,454,413	201454413	26.7%
`emails.first_seen`	201,454,413	201454413	26.7%
`emails.last_seen`	201,454,413	201454413	26.7%
`emails.num_sources`	201,454,413	201454413	26.7%
`emails.type`	183,859,556	183859556	24.3%
`experience`	543,653,433	543653433	71.9%
`experience.company`	516,774,207	516774207	68.4%
`experience.company.facebook_url`	256,837,436	256837436	34.0%
`experience.company.founded`	319,695,417	319695417	42.3%
`experience.company.id`	395,424,198	395424198	52.3%
`experience.company.industry`	383,558,599	383558599	50.8%
`experience.company.linkedin_id`	395,424,198	395424198	52.3%
`experience.company.linkedin_url`	395,424,198	395424198	52.3%
`experience.company.location`	378,998,986	378998986	50.2%
`experience.company.location.address_line_2`	67,266,385	67266385	8.9%
`experience.company.location.continent`	378,354,134	378354134	50.1%
`experience.company.location.country`	378,992,340	378992340	50.2%
`experience.company.location.geo`	322,875,559	322875559	42.7%
`experience.company.location.locality`	328,233,066	328233066	43.4%
`experience.company.location.metro`	147,284,534	147284534	19.5%
`experience.company.location.name`	378,998,986	378998986	50.2%
`experience.company.location.postal_code`	286,382,899	286382899	37.9%
`experience.company.location.region`	351,275,758	351275758	46.5%
`experience.company.location.street_address`	299,080,347	299080347	39.6%
`experience.company.name`	516,774,207	516774207	68.4%
`experience.company.raw`	516,772,027	516772027	68.4%
`experience.company.size`	395,424,198	395424198	52.3%
`experience.company.ticker`	95,109,934	95109934	12.6%
`experience.company.twitter_url`	250,992,397	250992397	33.2%
`experience.company.type`	395,424,198	395424198	52.3%
`experience.company.website`	364,648,013	364648013	48.3%
`experience.end_date`	241,135,801	241135801	31.9%
`experience.first_seen`	543,653,433	543653433	71.9%
`experience.is_primary`	543,653,433	543653433	71.9%
`experience.last_seen`	543,653,433	543653433	71.9%
`experience.location_names`	228,825,441	228825441	30.3%
`experience.num_sources`	543,653,433	543653433	71.9%
`experience.start_date`	334,119,003	334119003	44.2%
`experience.summary`	156,396,549	156396549	20.7%
`experience.title`	541,741,345	541741345	71.7%
`experience.title.class`	357,416,319	357416319	47.3%
`experience.title.levels`	187,060,091	187060091	24.8%
`experience.title.name`	541,741,345	541741345	71.7%
`experience.title.raw`	541,741,345	541741345	71.7%
`experience.title.role`	357,416,319	357416319	47.3%
`experience.title.sub_role`	313,290,983	313290983	41.5%
`facebook_friends`	6,455,994	6455994	0.9%
`facebook_id`	31,393,920	31393920	4.2%
`facebook_url`	30,452,046	30452046	4.0%
`facebook_username`	30,452,046	30452046	4.0%
`first_name`	755,661,437	755661437	100.0%
`first_seen`	755,661,437	755661437	100.0%
`full_name`	755,661,437	755661437	100.0%
`github_url`	990,364	990364	0.1%
`github_username`	990,364	990364	0.1%
`headline`	75,366,476	75366476	10.0%
`id`	755,661,437	755661437	100.0%
`industry`	402,221,898	402221898	53.2%
`inferred_salary`	257,265,575	257265575	34.0%
`inferred_years_experience`	330,405,610	330405610	43.7%
`interests`	35,826,442	35826442	4.7%
`job_company_12mo_employee_growth_rate`	306,457,994	306457994	40.6%
`job_company_employee_count`	310,696,981	310696981	41.1%
`job_company_facebook_url`	156,524,834	156524834	20.7%
`job_company_founded`	224,971,779	224971779	29.8%
`job_company_id`	310,723,210	310723210	41.1%
`job_company_industry`	297,924,015	297924015	39.4%
`job_company_inferred_revenue`	310,696,981	310696981	41.1%
`job_company_linkedin_id`	310,723,210	310723210	41.1%
`job_company_linkedin_url`	310,723,210	310723210	41.1%
`job_company_location_address_line_2`	27,098,985	27098985	3.6%
`job_company_location_continent`	291,212,392	291212392	38.5%
`job_company_location_country`	292,025,036	292025036	38.6%
`job_company_location_geo`	225,862,920	225862920	29.9%
`job_company_location_locality`	232,371,904	232371904	30.8%
`job_company_location_metro`	89,527,108	89527108	11.8%
`job_company_location_name`	292,035,456	292035456	38.6%
`job_company_location_postal_code`	193,332,640	193332640	25.6%
`job_company_location_region`	261,052,877	261052877	34.5%
`job_company_location_street_address`	202,314,773	202314773	26.8%
`job_company_name`	454,138,233	454138233	60.1%
`job_company_size`	310,723,210	310723210	41.1%
`job_company_ticker`	46,397,675	46397675	6.1%
`job_company_total_funding_raised`	61,713,007	61713007	8.2%
`job_company_twitter_url`	153,245,588	153245588	20.3%
`job_company_type`	310,723,210	310723210	41.1%
`job_company_website`	274,851,712	274851712	36.4%
`job_history`	543,731,853	543731853	72.0%
`job_history.company_id`	398,747,646	398747646	52.8%
`job_history.company_name`	517,179,988	517179988	68.4%
`job_history.first_seen`	543,731,853	543731853	72.0%
`job_history.last_seen`	543,731,853	543731853	72.0%
`job_history.num_sources`	543,731,853	543731853	72.0%
`job_history.title`	541,842,250	541842250	71.7%
`job_last_changed`	482,895,060	482895060	63.9%
`job_last_verified`	482,895,060	482895060	63.9%
`job_onet_broad_occupation`	220,535,024	220535024	29.2%
`job_onet_code`	220,535,024	220535024	29.2%
`job_onet_major_group`	220,535,024	220535024	29.2%
`job_onet_minor_group`	220,535,024	220535024	29.2%
`job_onet_specific_occupation`	220,535,024	220535024	29.2%
`job_onet_specific_occupation_detail`	87,345,176	87345176	11.6%
`job_start_date`	275,538,008	275538008	36.5%
`job_summary`	67,526,041	67526041	8.9%
`job_title`	481,287,724	481287724	63.7%
`job_title_class`	267,469,626	267469626	35.4%
`job_title_levels`	121,533,945	121533945	16.1%
`job_title_role`	267,469,626	267469626	35.4%
`job_title_sub_role`	218,684,471	218684471	28.9%
`languages`	83,065,388	83065388	11.0%
`languages.name`	83,065,388	83065388	11.0%
`languages.proficiency`	22,344,759	22344759	3.0%
`last_initial`	755,661,437	755661437	100.0%
`last_name`	743,804,372	743804372	98.4%
`linkedin_connections`	474,924,049	474924049	62.8%
`linkedin_id`	477,863,762	477863762	63.2%
`linkedin_url`	702,533,325	702533325	93.0%
`linkedin_username`	702,533,325	702533325	93.0%
`location_address_line_2`	3,651,561	3651561	0.5%
`location_continent`	744,172,453	744172453	98.5%
`location_country`	744,118,129	744118129	98.5%
`location_geo`	490,777,688	490777688	64.9%
`location_last_updated`	721,100,882	721100882	95.4%
`location_locality`	504,582,783	504582783	66.8%
`location_metro`	139,529,618	139529618	18.5%
`location_name`	744,172,453	744172453	98.5%
`location_names`	504,582,783	504582783	66.8%
`location_postal_code`	27,374,307	27374307	3.6%
`location_region`	544,134,114	544134114	72.0%
`location_street_address`	27,414,342	27414342	3.6%
`middle_initial`	124,742,617	124742617	16.5%
`middle_name`	111,325,034	111325034	14.7%
`mobile_phone`	56,406,337	56406337	7.5%
`name_aliases`	39,652,949	39652949	5.2%
`num_records`	755,661,437	755661437	100.0%
`num_sources`	755,661,437	755661437	100.0%
`personal_emails`	91,982,200	91982200	12.2%
`phone_numbers`	79,940,056	79940056	10.6%
`phones`	79,940,056	79940056	10.6%
`phones.first_seen`	79,940,056	79940056	10.6%
`phones.last_seen`	79,940,056	79940056	10.6%
`phones.num_sources`	79,940,056	79940056	10.6%
`phones.number`	79,940,056	79940056	10.6%
`possible_birth_dates`	8,198,438	8198438	1.1%
`possible_emails`	73,690,015	73690015	9.8%
`possible_emails.address`	73,690,015	73690015	9.8%
`possible_emails.first_seen`	73,690,015	73690015	9.8%
`possible_emails.last_seen`	73,690,015	73690015	9.8%
`possible_emails.num_sources`	73,690,015	73690015	9.8%
`possible_emails.type`	63,801,596	63801596	8.4%
`possible_location_names`	304,393,199	304393199	40.3%
`possible_phones`	22,528,646	22528646	3.0%
`possible_phones.first_seen`	22,528,646	22528646	3.0%
`possible_phones.last_seen`	22,528,646	22528646	3.0%
`possible_phones.num_sources`	22,528,646	22528646	3.0%
`possible_phones.number`	22,528,646	22528646	3.0%
`possible_profiles`	15,644,503	15644503	2.1%
`possible_profiles.first_seen`	15,644,503	15644503	2.1%
`possible_profiles.id`	11,086,861	11086861	1.5%
`possible_profiles.last_seen`	15,644,503	15644503	2.1%
`possible_profiles.network`	15,644,503	15644503	2.1%
`possible_profiles.num_sources`	15,644,503	15644503	2.1%
`possible_profiles.url`	15,644,503	15644503	2.1%
`possible_profiles.username`	14,789,931	14789931	2.0%
`possible_street_addresses`	10,382,923	10382923	1.4%
`possible_street_addresses.address_line_2`	3,699,042	3699042	0.5%
`possible_street_addresses.continent`	10,382,923	10382923	1.4%
`possible_street_addresses.country`	10,382,921	10382921	1.4%
`possible_street_addresses.first_seen`	10,382,923	10382923	1.4%
`possible_street_addresses.geo`	10,315,497	10315497	1.4%
`possible_street_addresses.last_seen`	10,382,923	10382923	1.4%
`possible_street_addresses.locality`	10,374,497	10374497	1.4%
`possible_street_addresses.metro`	9,425,808	9425808	1.2%
`possible_street_addresses.name`	10,382,923	10382923	1.4%
`possible_street_addresses.num_sources`	10,382,923	10382923	1.4%
`possible_street_addresses.postal_code`	10,345,435	10345435	1.4%
`possible_street_addresses.region`	10,382,725	10382725	1.4%
`possible_street_addresses.street_address`	10,382,923	10382923	1.4%
`profiles`	755,661,437	755661437	100.0%
`profiles.first_seen`	755,661,437	755661437	100.0%
`profiles.id`	505,179,308	505179308	66.9%
`profiles.last_seen`	755,661,437	755661437	100.0%
`profiles.network`	755,661,437	755661437	100.0%
`profiles.num_sources`	755,661,437	755661437	100.0%
`profiles.url`	755,661,437	755661437	100.0%
`profiles.username`	755,661,437	755661437	100.0%
`recommended_personal_email`	91,980,369	91980369	12.2%
`regions`	547,648,353	547648353	72.5%
`sex`	529,250,063	529250063	70.0%
`skills`	137,045,366	137045366	18.1%
`street_addresses`	35,385,889	35385889	4.7%
`street_addresses.address_line_2`	16,959,402	16959402	2.2%
`street_addresses.continent`	35,385,889	35385889	4.7%
`street_addresses.country`	35,385,848	35385848	4.7%
`street_addresses.first_seen`	35,385,889	35385889	4.7%
`street_addresses.geo`	34,354,448	34354448	4.5%
`street_addresses.last_seen`	35,385,889	35385889	4.7%
`street_addresses.locality`	34,542,046	34542046	4.6%
`street_addresses.metro`	31,764,050	31764050	4.2%
`street_addresses.name`	35,385,889	35385889	4.7%
`street_addresses.num_sources`	35,385,889	35385889	4.7%
`street_addresses.postal_code`	34,545,137	34545137	4.6%
`street_addresses.region`	35,328,359	35328359	4.7%
`street_addresses.street_address`	35,385,889	35385889	4.7%
`summary`	143,376,899	143376899	19.0%
`twitter_url`	12,641,295	12641295	1.7%
`twitter_username`	12,641,295	12641295	1.7%
`work_email`	83,415,491	83415491	11.0%

Stats shown are accurate as of data version 30.1