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`	784,435,329	784435329	100.0%
`birth_date`	9,615,893	9615893	1.2%
`birth_year`	15,669,256	15669256	2.0%
`certifications`	64,123,984	64123984	8.2%
`certifications.end_date`	51,345,466	51345466	6.5%
`certifications.name`	64,123,984	64123984	8.2%
`certifications.organization`	63,042,860	63042860	8.0%
`certifications.start_date`	53,978,687	53978687	6.9%
`countries`	774,381,095	774381095	98.7%
`education`	353,717,348	353717348	45.1%
`education.degrees`	171,622,435	171622435	21.9%
`education.end_date`	303,373,900	303373900	38.7%
`education.gpa`	10,897,885	10897885	1.4%
`education.majors`	210,273,107	210273107	26.8%
`education.minors`	1,665,737	1665737	0.2%
`education.raw`	292,040,396	292040396	37.2%
`education.school`	353,191,663	353191663	45.0%
`education.school.domain`	293,085,313	293085313	37.4%
`education.school.facebook_url`	210,597,248	210597248	26.8%
`education.school.id`	300,585,468	300585468	38.3%
`education.school.linkedin_id`	300,585,468	300585468	38.3%
`education.school.linkedin_url`	300,585,068	300585068	38.3%
`education.school.location`	289,657,108	289657108	36.9%
`education.school.location.continent`	289,657,108	289657108	36.9%
`education.school.location.country`	289,657,035	289657035	36.9%
`education.school.location.locality`	277,087,328	277087328	35.3%
`education.school.location.name`	289,657,108	289657108	36.9%
`education.school.location.region`	283,834,818	283834818	36.2%
`education.school.name`	353,157,781	353157781	45.0%
`education.school.raw`	350,212,928	350212928	44.6%
`education.school.twitter_url`	199,865,433	199865433	25.5%
`education.school.type`	321,091,773	321091773	40.9%
`education.school.website`	293,085,313	293085313	37.4%
`education.start_date`	309,757,385	309757385	39.5%
`education.summary`	68,782,339	68782339	8.8%
`emails`	199,144,997	199144997	25.4%
`emails.address`	199,144,997	199144997	25.4%
`emails.first_seen`	199,144,997	199144997	25.4%
`emails.last_seen`	199,144,997	199144997	25.4%
`emails.md5_hash`	199,144,997	199144997	25.4%
`emails.num_sources`	199,144,997	199144997	25.4%
`emails.sha_256_hash`	199,144,997	199144997	25.4%
`emails.type`	181,774,143	181774143	23.2%
`experience`	563,978,356	563978356	71.9%
`experience.company`	536,547,515	536547515	68.4%
`experience.company.facebook_url`	269,704,045	269704045	34.4%
`experience.company.founded`	337,703,922	337703922	43.1%
`experience.company.id`	423,115,640	423115640	53.9%
`experience.company.industry`	407,911,106	407911106	52.0%
`experience.company.linkedin_id`	423,115,640	423115640	53.9%
`experience.company.linkedin_url`	423,115,640	423115640	53.9%
`experience.company.location`	407,596,965	407596965	52.0%
`experience.company.location.address_line_2`	74,853,204	74853204	9.5%
`experience.company.location.continent`	406,953,086	406953086	51.9%
`experience.company.location.country`	407,594,931	407594931	52.0%
`experience.company.location.geo`	380,376,710	380376710	48.5%
`experience.company.location.locality`	385,725,978	385725978	49.2%
`experience.company.location.metro`	155,799,826	155799826	19.9%
`experience.company.location.name`	407,596,965	407596965	52.0%
`experience.company.location.postal_code`	334,769,089	334769089	42.7%
`experience.company.location.region`	389,703,784	389703784	49.7%
`experience.company.location.street_address`	322,465,842	322465842	41.1%
`experience.company.name`	536,537,091	536537091	68.4%
`experience.company.raw`	536,545,378	536545378	68.4%
`experience.company.size`	423,115,640	423115640	53.9%
`experience.company.ticker`	100,334,346	100334346	12.8%
`experience.company.twitter_url`	260,164,776	260164776	33.2%
`experience.company.type`	423,115,640	423115640	53.9%
`experience.company.website`	387,977,786	387977786	49.5%
`experience.end_date`	250,189,522	250189522	31.9%
`experience.first_seen`	563,978,356	563978356	71.9%
`experience.is_primary`	563,978,356	563978356	71.9%
`experience.last_seen`	563,978,356	563978356	71.9%
`experience.location_names`	221,117,701	221117701	28.2%
`experience.num_sources`	563,978,356	563978356	71.9%
`experience.start_date`	345,704,331	345704331	44.1%
`experience.summary`	166,240,489	166240489	21.2%
`experience.title`	562,062,922	562062922	71.7%
`experience.title.class`	373,272,310	373272310	47.6%
`experience.title.levels`	194,121,321	194121321	24.7%
`experience.title.name`	562,062,922	562062922	71.7%
`experience.title.raw`	562,062,922	562062922	71.7%
`experience.title.role`	373,272,310	373272310	47.6%
`experience.title.sub_role`	328,413,468	328413468	41.9%
`facebook_friends`	6,272,143	6272143	0.8%
`facebook_id`	30,777,188	30777188	3.9%
`facebook_url`	29,850,685	29850685	3.8%
`facebook_username`	29,850,685	29850685	3.8%
`first_name`	784,435,329	784435329	100.0%
`first_seen`	784,435,329	784435329	100.0%
`full_name`	784,435,329	784435329	100.0%
`github_url`	962,866	962866	0.1%
`github_username`	962,866	962866	0.1%
`headline`	113,780,384	113780384	14.5%
`id`	784,435,329	784435329	100.0%
`industry`	407,779,000	407779000	52.0%
`inferred_salary`	266,730,253	266730253	34.0%
`inferred_years_experience`	339,968,273	339968273	43.3%
`interests`	35,281,235	35281235	4.5%
`job_company_12mo_employee_growth_rate`	329,730,748	329730748	42.0%
`job_company_employee_count`	334,693,985	334693985	42.7%
`job_company_facebook_url`	163,801,924	163801924	20.9%
`job_company_founded`	238,258,927	238258927	30.4%
`job_company_id`	334,721,719	334721719	42.7%
`job_company_industry`	316,437,404	316437404	40.3%
`job_company_inferred_revenue`	334,693,985	334693985	42.7%
`job_company_linkedin_id`	334,721,719	334721719	42.7%
`job_company_linkedin_url`	334,721,719	334721719	42.7%
`job_company_location_address_line_2`	30,364,846	30364846	3.9%
`job_company_location_continent`	315,374,215	315374215	40.2%
`job_company_location_country`	316,201,127	316201127	40.3%
`job_company_location_geo`	285,531,828	285531828	36.4%
`job_company_location_locality`	292,111,027	292111027	37.2%
`job_company_location_metro`	97,525,591	97525591	12.4%
`job_company_location_name`	316,205,340	316205340	40.3%
`job_company_location_postal_code`	228,561,172	228561172	29.1%
`job_company_location_region`	297,312,067	297312067	37.9%
`job_company_location_street_address`	218,891,367	218891367	27.9%
`job_company_name`	470,142,417	470142417	59.9%
`job_company_size`	334,721,719	334721719	42.7%
`job_company_ticker`	49,028,666	49028666	6.3%
`job_company_total_funding_raised`	67,244,400	67244400	8.6%
`job_company_twitter_url`	157,333,050	157333050	20.1%
`job_company_type`	334,721,719	334721719	42.7%
`job_company_website`	293,786,181	293786181	37.5%
`job_history`	564,064,253	564064253	71.9%
`job_history.company_id`	426,345,716	426345716	54.4%
`job_history.company_name`	536,955,397	536955397	68.5%
`job_history.first_seen`	564,064,253	564064253	71.9%
`job_history.last_seen`	564,064,253	564064253	71.9%
`job_history.num_sources`	564,064,253	564064253	71.9%
`job_history.title`	562,171,453	562171453	71.7%
`job_last_changed`	499,678,453	499678453	63.7%
`job_last_verified`	499,678,453	499678453	63.7%
`job_onet_broad_occupation`	227,878,638	227878638	29.1%
`job_onet_code`	227,878,638	227878638	29.1%
`job_onet_major_group`	227,878,638	227878638	29.1%
`job_onet_minor_group`	227,878,638	227878638	29.1%
`job_onet_specific_occupation`	227,878,638	227878638	29.1%
`job_onet_specific_occupation_detail`	90,609,521	90609521	11.6%
`job_start_date`	283,536,814	283536814	36.1%
`job_summary`	76,022,115	76022115	9.7%
`job_title`	498,026,307	498026307	63.5%
`job_title_class`	278,467,626	278467626	35.5%
`job_title_levels`	125,526,890	125526890	16.0%
`job_title_role`	278,467,626	278467626	35.5%
`job_title_sub_role`	226,854,015	226854015	28.9%
`languages`	83,905,903	83905903	10.7%
`languages.name`	83,905,903	83905903	10.7%
`languages.proficiency`	23,599,943	23599943	3.0%
`last_initial`	784,435,329	784435329	100.0%
`last_name`	771,100,756	771100756	98.3%
`linkedin_connections`	471,807,281	471807281	60.1%
`linkedin_id`	551,022,808	551022808	70.2%
`linkedin_url`	728,388,875	728388875	92.9%
`linkedin_username`	728,388,875	728388875	92.9%
`location_address_line_2`	3,499,556	3499556	0.4%
`location_continent`	774,393,831	774393831	98.7%
`location_country`	774,351,992	774351992	98.7%
`location_geo`	513,320,382	513320382	65.4%
`location_last_updated`	754,641,225	754641225	96.2%
`location_locality`	525,165,396	525165396	66.9%
`location_metro`	145,077,916	145077916	18.5%
`location_name`	774,393,831	774393831	98.7%
`location_names`	530,480,713	530480713	67.6%
`location_postal_code`	26,839,540	26839540	3.4%
`location_region`	568,932,147	568932147	72.5%
`location_street_address`	27,330,984	27330984	3.5%
`middle_initial`	127,288,744	127288744	16.2%
`middle_name`	114,151,021	114151021	14.6%
`mobile_phone`	54,832,964	54832964	7.0%
`name_aliases`	42,524,702	42524702	5.4%
`num_records`	784,435,329	784435329	100.0%
`num_sources`	784,435,329	784435329	100.0%
`personal_emails`	91,051,213	91051213	11.6%
`phone_numbers`	77,699,438	77699438	9.9%
`phones`	77,699,438	77699438	9.9%
`phones.first_seen`	77,699,438	77699438	9.9%
`phones.last_seen`	77,699,438	77699438	9.9%
`phones.num_sources`	77,699,438	77699438	9.9%
`phones.number`	77,699,438	77699438	9.9%
`possible_birth_dates`	7,907,812	7907812	1.0%
`possible_emails`	72,719,344	72719344	9.3%
`possible_emails.address`	72,719,344	72719344	9.3%
`possible_emails.first_seen`	72,719,344	72719344	9.3%
`possible_emails.last_seen`	72,719,344	72719344	9.3%
`possible_emails.md5_hash`	72,719,344	72719344	9.3%
`possible_emails.num_sources`	72,719,344	72719344	9.3%
`possible_emails.sha_256_hash`	72,719,344	72719344	9.3%
`possible_emails.type`	63,041,013	63041013	8.0%
`possible_location_names`	326,995,647	326995647	41.7%
`possible_phones`	21,923,493	21923493	2.8%
`possible_phones.first_seen`	21,923,493	21923493	2.8%
`possible_phones.last_seen`	21,923,493	21923493	2.8%
`possible_phones.num_sources`	21,923,493	21923493	2.8%
`possible_phones.number`	21,923,493	21923493	2.8%
`possible_profiles`	15,359,007	15359007	2.0%
`possible_profiles.first_seen`	15,359,007	15359007	2.0%
`possible_profiles.id`	10,936,475	10936475	1.4%
`possible_profiles.last_seen`	15,359,007	15359007	2.0%
`possible_profiles.network`	15,359,007	15359007	2.0%
`possible_profiles.num_sources`	15,359,007	15359007	2.0%
`possible_profiles.url`	15,359,007	15359007	2.0%
`possible_profiles.username`	14,519,435	14519435	1.9%
`possible_street_addresses`	9,868,110	9868110	1.3%
`possible_street_addresses.address_line_2`	3,518,544	3518544	0.4%
`possible_street_addresses.continent`	9,868,110	9868110	1.3%
`possible_street_addresses.country`	9,868,110	9868110	1.3%
`possible_street_addresses.first_seen`	9,868,110	9868110	1.3%
`possible_street_addresses.geo`	9,867,956	9867956	1.3%
`possible_street_addresses.last_seen`	9,868,110	9868110	1.3%
`possible_street_addresses.locality`	9,868,062	9868062	1.3%
`possible_street_addresses.metro`	8,979,197	8979197	1.1%
`possible_street_addresses.name`	9,868,110	9868110	1.3%
`possible_street_addresses.num_sources`	9,868,110	9868110	1.3%
`possible_street_addresses.postal_code`	9,832,483	9832483	1.3%
`possible_street_addresses.region`	9,868,083	9868083	1.3%
`possible_street_addresses.street_address`	9,868,110	9868110	1.3%
`profiles`	784,435,329	784435329	100.0%
`profiles.first_seen`	784,435,329	784435329	100.0%
`profiles.id`	578,437,179	578437179	73.7%
`profiles.last_seen`	784,435,329	784435329	100.0%
`profiles.network`	784,435,329	784435329	100.0%
`profiles.num_sources`	784,435,329	784435329	100.0%
`profiles.url`	784,435,329	784435329	100.0%
`profiles.username`	784,435,329	784435329	100.0%
`recommended_personal_email`	91,049,574	91049574	11.6%
`regions`	577,743,715	577743715	73.7%
`sex`	549,444,121	549444121	70.0%
`skills`	136,164,785	136164785	17.4%
`street_addresses`	34,808,715	34808715	4.4%
`street_addresses.address_line_2`	16,430,211	16430211	2.1%
`street_addresses.continent`	34,808,715	34808715	4.4%
`street_addresses.country`	34,808,715	34808715	4.4%
`street_addresses.first_seen`	34,808,715	34808715	4.4%
`street_addresses.geo`	34,766,917	34766917	4.4%
`street_addresses.last_seen`	34,808,715	34808715	4.4%
`street_addresses.locality`	34,804,394	34804394	4.4%
`street_addresses.metro`	31,379,469	31379469	4.0%
`street_addresses.name`	34,808,715	34808715	4.4%
`street_addresses.num_sources`	34,808,715	34808715	4.4%
`street_addresses.postal_code`	33,408,519	33408519	4.3%
`street_addresses.region`	34,808,446	34808446	4.4%
`street_addresses.street_address`	34,808,715	34808715	4.4%
`summary`	157,449,181	157449181	20.1%
`twitter_url`	12,429,239	12429239	1.6%
`twitter_username`	12,429,239	12429239	1.6%
`work_email`	75,836,800	75836800	9.7%

Stats shown are accurate as of data version 32.2