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`	727,795,180	727795180	100.0%
`birth_date`	10,061,983	10061983	1.4%
`birth_year`	16,564,503	16564503	2.3%
`certifications`	54,797,893	54797893	7.5%	T
`certifications.end_date`	41,271,123	41271123	5.7%	T
`certifications.name`	54,797,893	54797893	7.5%	T
`certifications.organization`	53,425,749	53425749	7.3%	T
`certifications.start_date`	44,724,740	44724740	6.1%	T
`countries`	711,088,211	711088211	97.7%
`education`	297,881,816	297881816	40.9%
`education.degrees`	158,038,213	158038213	21.7%
`education.end_date`	248,541,913	248541913	34.1%
`education.gpa`	9,236,245	9236245	1.3%
`education.majors`	188,648,935	188648935	25.9%
`education.minors`	1,566,401	1566401	0.2%
`education.raw`	254,060,912	254060912	34.9%	T
`education.school`	285,102,823	285102823	39.2%
`education.school.domain`	235,486,696	235486696	32.4%
`education.school.facebook_url`	172,977,493	172977493	23.8%
`education.school.id`	241,408,613	241408613	33.2%
`education.school.linkedin_id`	203,045,550	203045550	27.9%
`education.school.linkedin_url`	241,046,634	241046634	33.1%
`education.school.location`	231,148,520	231148520	31.8%
`education.school.location.continent`	231,148,520	231148520	31.8%
`education.school.location.country`	231,136,792	231136792	31.8%
`education.school.location.locality`	164,472,956	164472956	22.6%
`education.school.location.name`	231,148,520	231148520	31.8%
`education.school.location.region`	197,859,437	197859437	27.2%
`education.school.name`	285,089,473	285089473	39.2%
`education.school.raw`	283,428,095	283428095	38.9%	T
`education.school.twitter_url`	164,382,848	164382848	22.6%
`education.school.type`	271,528,259	271528259	37.3%
`education.school.website`	235,486,696	235486696	32.4%
`education.start_date`	251,614,532	251614532	34.6%
`education.summary`	48,985,993	48985993	6.7%	T
`emails`	202,395,567	202395567	27.8%
`emails.address`	202,395,567	202395567	27.8%
`emails.first_seen`	202,395,567	202395567	27.8%	T
`emails.last_seen`	202,395,567	202395567	27.8%	T
`emails.num_sources`	202,395,567	202395567	27.8%	T
`emails.type`	184,578,916	184578916	25.4%
`experience`	522,787,536	522787536	71.8%
`experience.company`	495,426,765	495426765	68.1%
`experience.company.facebook_url`	242,412,289	242412289	33.3%
`experience.company.founded`	304,041,014	304041014	41.8%
`experience.company.id`	377,549,102	377549102	51.9%
`experience.company.industry`	362,025,920	362025920	49.7%
`experience.company.linkedin_id`	377,549,102	377549102	51.9%
`experience.company.linkedin_url`	377,549,102	377549102	51.9%
`experience.company.location`	361,976,846	361976846	49.7%
`experience.company.location.address_line_2`	34,398,311	34398311	4.7%
`experience.company.location.continent`	361,334,119	361334119	49.6%
`experience.company.location.country`	361,973,058	361973058	49.7%
`experience.company.location.geo`	297,050,693	297050693	40.8%
`experience.company.location.locality`	295,823,866	295823866	40.6%
`experience.company.location.metro`	142,576,654	142576654	19.6%
`experience.company.location.name`	361,976,846	361976846	49.7%
`experience.company.location.postal_code`	153,314,648	153314648	21.1%
`experience.company.location.region`	322,554,033	322554033	44.3%
`experience.company.location.street_address`	169,167,473	169167473	23.2%
`experience.company.name`	495,426,765	495426765	68.1%
`experience.company.raw`	495,228,492	495228492	68.0%	T
`experience.company.size`	377,549,102	377549102	51.9%
`experience.company.ticker`	91,249,440	91249440	12.5%	T
`experience.company.twitter_url`	239,593,314	239593314	32.9%
`experience.company.type`	377,549,102	377549102	51.9%	T
`experience.company.website`	348,608,149	348608149	47.9%
`experience.end_date`	227,950,947	227950947	31.3%
`experience.first_seen`	522,787,536	522787536	71.8%	T
`experience.is_primary`	522,787,536	522787536	71.8%
`experience.last_seen`	522,787,536	522787536	71.8%	T
`experience.location_names`	180,253,689	180253689	24.8%
`experience.num_sources`	522,787,536	522787536	71.8%	T
`experience.start_date`	320,329,272	320329272	44.0%
`experience.summary`	134,977,038	134977038	18.5%	T
`experience.title`	520,809,783	520809783	71.6%
`experience.title.levels`	179,788,645	179788645	24.7%
`experience.title.name`	520,809,783	520809783	71.6%
`experience.title.raw`	520,809,783	520809783	71.6%	T
`experience.title.role`	236,507,666	236507666	32.5%
`experience.title.sub_role`	163,523,672	163523672	22.5%
`facebook_friends`	6,592,872	6592872	0.9%	T
`facebook_id`	31,837,971	31837971	4.4%
`facebook_url`	30,707,502	30707502	4.2%
`facebook_username`	30,707,502	30707502	4.2%
`first_name`	727,795,180	727795180	100.0%
`first_seen`	727,795,180	727795180	100.0%	T
`full_name`	727,795,180	727795180	100.0%
`github_url`	1,011,433	1011433	0.1%
`github_username`	1,011,433	1011433	0.1%
`headline`	9,022,993	9022993	1.2%	T
`id`	727,795,180	727795180	100.0%
`industry`	402,688,464	402688464	55.3%
`inferred_salary`	251,825,155	251825155	34.6%	T
`inferred_years_experience`	318,550,905	318550905	43.8%	T
`interests`	35,925,193	35925193	4.9%
`job_company_12mo_employee_growth_rate`	296,816,082	296816082	40.8%
`job_company_employee_count`	301,177,478	301177478	41.4%
`job_company_facebook_url`	150,472,427	150472427	20.7%
`job_company_founded`	217,223,548	217223548	29.8%
`job_company_id`	301,201,211	301201211	41.4%
`job_company_industry`	279,035,258	279035258	38.3%
`job_company_inferred_revenue`	301,177,478	301177478	41.4%
`job_company_linkedin_id`	301,201,211	301201211	41.4%
`job_company_linkedin_url`	301,201,211	301201211	41.4%
`job_company_location_address_line_2`	13,707,127	13707127	1.9%
`job_company_location_continent`	282,786,594	282786594	38.9%
`job_company_location_country`	283,598,357	283598357	39.0%
`job_company_location_geo`	208,172,513	208172513	28.6%
`job_company_location_locality`	208,489,925	208489925	28.6%
`job_company_location_metro`	90,612,244	90612244	12.5%
`job_company_location_name`	283,604,507	283604507	39.0%
`job_company_location_postal_code`	98,892,735	98892735	13.6%
`job_company_location_region`	237,239,119	237239119	32.6%
`job_company_location_street_address`	105,645,463	105645463	14.5%
`job_company_name`	439,632,473	439632473	60.4%
`job_company_size`	301,201,211	301201211	41.4%
`job_company_ticker`	45,589,701	45589701	6.3%	T
`job_company_total_funding_raised`	54,595,299	54595299	7.5%
`job_company_twitter_url`	149,704,258	149704258	20.6%
`job_company_type`	301,201,211	301201211	41.4%	T
`job_company_website`	267,362,204	267362204	36.7%
`job_history`	525,296,974	525296974	72.2%	T
`job_history.company_id`	383,748,291	383748291	52.7%	T
`job_history.company_name`	498,281,986	498281986	68.5%	T
`job_history.first_seen`	525,296,974	525296974	72.2%	T
`job_history.last_seen`	525,296,974	525296974	72.2%	T
`job_history.num_sources`	525,296,974	525296974	72.2%	T
`job_history.title`	523,343,773	523343773	71.9%	T
`job_last_changed`	469,044,747	469044747	64.4%	T
`job_last_verified`	469,044,747	469044747	64.4%	T
`job_onet_broad_occupation`	217,064,216	217064216	29.8%	T
`job_onet_code`	217,064,216	217064216	29.8%	T
`job_onet_major_group`	217,064,216	217064216	29.8%	T
`job_onet_minor_group`	217,064,216	217064216	29.8%	T
`job_onet_specific_occupation`	217,064,216	217064216	29.8%	T
`job_onet_specific_occupation_detail`	85,549,903	85549903	11.8%	T
`job_start_date`	269,373,130	269373130	37.0%
`job_summary`	59,863,660	59863660	8.2%	T
`job_title`	467,336,816	467336816	64.2%
`job_title_levels`	119,422,957	119422957	16.4%
`job_title_role`	155,826,425	155826425	21.4%
`job_title_sub_role`	90,773,216	90773216	12.5%
`languages`	81,169,053	81169053	11.2%	T
`languages.name`	81,169,053	81169053	11.2%	T
`languages.proficiency`	21,401,448	21401448	2.9%	T
`last_initial`	727,795,180	727795180	100.0%
`last_name`	716,571,737	716571737	98.5%
`linkedin_connections`	466,499,337	466499337	64.1%	T
`linkedin_id`	491,118,538	491118538	67.5%
`linkedin_url`	673,479,947	673479947	92.5%
`linkedin_username`	673,479,947	673479947	92.5%
`location_address_line_2`	4,867,604	4867604	0.7%
`location_continent`	711,095,288	711095288	97.7%
`location_country`	711,078,326	711078326	97.7%
`location_geo`	429,736,360	429736360	59.0%
`location_last_updated`	696,213,983	696213983	95.7%
`location_locality`	431,065,380	431065380	59.2%
`location_metro`	139,993,227	139993227	19.2%
`location_name`	711,092,966	711092966	97.7%
`location_names`	436,049,565	436049565	59.9%
`location_postal_code`	26,996,719	26996719	3.7%
`location_region`	491,038,103	491038103	67.5%
`location_street_address`	26,985,507	26985507	3.7%
`middle_initial`	118,973,089	118973089	16.3%
`middle_name`	105,379,747	105379747	14.5%
`mobile_phone`	67,619,579	67619579	9.3%
`name_aliases`	36,282,976	36282976	5.0%	T
`num_records`	727,795,180	727795180	100.0%	T
`num_sources`	727,795,180	727795180	100.0%	T
`personal_emails`	92,712,424	92712424	12.7%
`phone_numbers`	81,935,821	81935821	11.3%
`phones`	81,935,821	81935821	11.3%	T
`phones.first_seen`	81,935,821	81935821	11.3%	T
`phones.last_seen`	81,935,821	81935821	11.3%	T
`phones.num_sources`	81,935,821	81935821	11.3%	T
`phones.number`	81,935,821	81935821	11.3%	T
`possible_birth_dates`	8,135,804	8135804	1.1%	T
`possible_emails`	62,075,955	62075955	8.5%	T
`possible_emails.address`	62,075,955	62075955	8.5%	T
`possible_emails.first_seen`	62,075,955	62075955	8.5%	T
`possible_emails.last_seen`	62,075,955	62075955	8.5%	T
`possible_emails.num_sources`	62,075,955	62075955	8.5%	T
`possible_emails.type`	51,022,242	51022242	7.0%	T
`possible_location_names`	281,042,070	281042070	38.6%	T
`possible_phones`	23,347,143	23347143	3.2%	T
`possible_phones.first_seen`	23,347,143	23347143	3.2%	T
`possible_phones.last_seen`	23,347,143	23347143	3.2%	T
`possible_phones.num_sources`	23,347,143	23347143	3.2%	T
`possible_phones.number`	23,347,143	23347143	3.2%	T
`possible_profiles`	16,070,006	16070006	2.2%	T
`possible_profiles.first_seen`	16,070,006	16070006	2.2%	T
`possible_profiles.id`	12,684,992	12684992	1.7%	T
`possible_profiles.last_seen`	16,070,006	16070006	2.2%	T
`possible_profiles.network`	16,070,006	16070006	2.2%	T
`possible_profiles.num_sources`	16,070,006	16070006	2.2%	T
`possible_profiles.url`	16,070,006	16070006	2.2%	T
`possible_profiles.username`	15,207,245	15207245	2.1%	T
`possible_street_addresses`	10,844,245	10844245	1.5%	T
`possible_street_addresses.address_line_2`	3,778,172	3778172	0.5%	T
`possible_street_addresses.continent`	10,844,245	10844245	1.5%	T
`possible_street_addresses.country`	10,844,245	10844245	1.5%	T
`possible_street_addresses.first_seen`	10,844,245	10844245	1.5%	T
`possible_street_addresses.geo`	10,808,358	10808358	1.5%	T
`possible_street_addresses.last_seen`	10,844,245	10844245	1.5%	T
`possible_street_addresses.locality`	10,844,245	10844245	1.5%	T
`possible_street_addresses.metro`	9,883,815	9883815	1.4%	T
`possible_street_addresses.name`	10,844,245	10844245	1.5%	T
`possible_street_addresses.num_sources`	10,844,245	10844245	1.5%	T
`possible_street_addresses.postal_code`	10,789,991	10789991	1.5%	T
`possible_street_addresses.region`	10,844,245	10844245	1.5%	T
`possible_street_addresses.street_address`	10,844,245	10844245	1.5%	T
`profiles`	727,795,180	727795180	100.0%
`profiles.first_seen`	727,795,180	727795180	100.0%	T
`profiles.id`	515,755,939	515755939	70.9%
`profiles.last_seen`	727,795,180	727795180	100.0%	T
`profiles.network`	727,795,180	727795180	100.0%
`profiles.num_sources`	727,795,180	727795180	100.0%	T
`profiles.url`	727,795,180	727795180	100.0%
`profiles.username`	727,795,180	727795180	100.0%
`recommended_personal_email`	92,710,272	92710272	12.7%
`regions`	494,618,630	494618630	68.0%
`sex`	511,564,383	511564383	70.3%
`skills`	145,744,816	145744816	20.0%
`street_addresses`	34,423,592	34423592	4.7%
`street_addresses.address_line_2`	16,879,609	16879609	2.3%
`street_addresses.continent`	34,423,592	34423592	4.7%
`street_addresses.country`	34,423,592	34423592	4.7%
`street_addresses.first_seen`	34,423,592	34423592	4.7%	T
`street_addresses.geo`	34,302,605	34302605	4.7%
`street_addresses.last_seen`	34,423,592	34423592	4.7%	T
`street_addresses.locality`	34,423,592	34423592	4.7%
`street_addresses.metro`	32,156,742	32156742	4.4%
`street_addresses.name`	34,423,592	34423592	4.7%
`street_addresses.num_sources`	34,423,592	34423592	4.7%	T
`street_addresses.postal_code`	34,329,625	34329625	4.7%
`street_addresses.region`	34,423,592	34423592	4.7%
`street_addresses.street_address`	34,423,592	34423592	4.7%
`summary`	114,256,161	114256161	15.7%	T
`twitter_url`	11,779,926	11779926	1.6%
`twitter_username`	11,779,926	11779926	1.6%
`work_email`	83,230,723	83230723	11.4%

Stats shown are accurate as of data version 28.0