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`	782,548,201	782548201	100.0%
`birth_date`	9,883,034	9883034	1.3%
`birth_year`	16,088,394	16088394	2.1%
`certifications`	62,324,450	62324450	8.0%
`certifications.end_date`	49,364,735	49364735	6.3%
`certifications.name`	62,324,450	62324450	8.0%
`certifications.organization`	61,204,712	61204712	7.8%
`certifications.start_date`	52,117,505	52117505	6.7%
`countries`	772,076,505	772076505	98.7%
`education`	343,338,484	343338484	43.9%
`education.degrees`	169,589,059	169589059	21.7%
`education.end_date`	294,857,269	294857269	37.7%
`education.gpa`	10,567,181	10567181	1.4%
`education.majors`	206,545,226	206545226	26.4%
`education.minors`	1,646,578	1646578	0.2%
`education.raw`	286,165,549	286165549	36.6%
`education.school`	340,136,815	340136815	43.5%
`education.school.domain`	315,714,952	315714952	40.3%
`education.school.facebook_url`	224,390,795	224390795	28.7%
`education.school.id`	323,357,148	323357148	41.3%
`education.school.linkedin_id`	323,357,148	323357148	41.3%
`education.school.linkedin_url`	323,357,148	323357148	41.3%
`education.school.location`	307,413,734	307413734	39.3%
`education.school.location.continent`	307,413,734	307413734	39.3%
`education.school.location.country`	307,408,971	307408971	39.3%
`education.school.location.locality`	298,547,989	298547989	38.2%
`education.school.location.name`	307,413,734	307413734	39.3%
`education.school.location.region`	305,545,915	305545915	39.0%
`education.school.name`	340,105,486	340105486	43.5%
`education.school.raw`	340,136,815	340136815	43.5%
`education.school.twitter_url`	212,820,160	212820160	27.2%
`education.school.type`	334,384,741	334384741	42.7%
`education.school.website`	315,714,952	315714952	40.3%
`education.start_date`	301,087,616	301087616	38.5%
`education.summary`	66,614,669	66614669	8.5%
`emails`	200,846,382	200846382	25.7%
`emails.address`	200,846,382	200846382	25.7%
`emails.first_seen`	200,846,382	200846382	25.7%
`emails.last_seen`	200,846,382	200846382	25.7%
`emails.num_sources`	200,846,382	200846382	25.7%
`emails.type`	183,344,241	183344241	23.4%
`experience`	560,504,146	560504146	71.6%
`experience.company`	533,261,531	533261531	68.1%
`experience.company.facebook_url`	266,388,535	266388535	34.0%
`experience.company.founded`	330,209,478	330209478	42.2%
`experience.company.id`	409,187,923	409187923	52.3%
`experience.company.industry`	396,805,741	396805741	50.7%
`experience.company.linkedin_id`	409,187,923	409187923	52.3%
`experience.company.linkedin_url`	409,187,923	409187923	52.3%
`experience.company.location`	393,513,248	393513248	50.3%
`experience.company.location.address_line_2`	71,502,697	71502697	9.1%
`experience.company.location.continent`	392,797,411	392797411	50.2%
`experience.company.location.country`	393,511,161	393511161	50.3%
`experience.company.location.geo`	359,977,376	359977376	46.0%
`experience.company.location.locality`	366,219,818	366219818	46.8%
`experience.company.location.metro`	150,448,592	150448592	19.2%
`experience.company.location.name`	393,513,248	393513248	50.3%
`experience.company.location.postal_code`	338,841,276	338841276	43.3%
`experience.company.location.region`	375,032,664	375032664	47.9%
`experience.company.location.street_address`	308,352,002	308352002	39.4%
`experience.company.name`	533,261,531	533261531	68.1%
`experience.company.raw`	533,259,432	533259432	68.1%
`experience.company.size`	409,187,923	409187923	52.3%
`experience.company.ticker`	99,671,849	99671849	12.7%
`experience.company.twitter_url`	258,643,426	258643426	33.1%
`experience.company.type`	409,187,923	409187923	52.3%
`experience.company.website`	377,166,963	377166963	48.2%
`experience.end_date`	247,507,899	247507899	31.6%
`experience.first_seen`	560,504,146	560504146	71.6%
`experience.is_primary`	560,504,146	560504146	71.6%
`experience.last_seen`	560,504,146	560504146	71.6%
`experience.location_names`	223,961,154	223961154	28.6%
`experience.num_sources`	560,504,146	560504146	71.6%
`experience.start_date`	342,650,000	342650000	43.8%
`experience.summary`	163,212,819	163212819	20.9%
`experience.title`	558,581,381	558581381	71.4%
`experience.title.class`	370,452,835	370452835	47.3%
`experience.title.levels`	192,045,073	192045073	24.5%
`experience.title.name`	558,581,381	558581381	71.4%
`experience.title.raw`	558,581,381	558581381	71.4%
`experience.title.role`	370,452,835	370452835	47.3%
`experience.title.sub_role`	325,855,181	325855181	41.6%
`facebook_friends`	6,399,173	6399173	0.8%
`facebook_id`	31,197,156	31197156	4.0%
`facebook_url`	30,256,973	30256973	3.9%
`facebook_username`	30,256,973	30256973	3.9%
`first_name`	782,548,201	782548201	100.0%
`first_seen`	782,548,201	782548201	100.0%
`full_name`	782,548,201	782548201	100.0%
`github_url`	980,180	980180	0.1%
`github_username`	980,180	980180	0.1%
`headline`	100,778,592	100778592	12.9%
`id`	782,548,201	782548201	100.0%
`industry`	405,598,406	405598406	51.8%
`inferred_salary`	265,156,599	265156599	33.9%
`inferred_years_experience`	338,743,086	338743086	43.3%
`interests`	35,651,100	35651100	4.6%
`job_company_12mo_employee_growth_rate`	316,812,004	316812004	40.5%
`job_company_employee_count`	321,194,357	321194357	41.0%
`job_company_facebook_url`	162,520,994	162520994	20.8%
`job_company_founded`	231,902,642	231902642	29.6%
`job_company_id`	321,220,811	321220811	41.0%
`job_company_industry`	307,853,987	307853987	39.3%
`job_company_inferred_revenue`	321,194,357	321194357	41.0%
`job_company_linkedin_id`	321,220,811	321220811	41.0%
`job_company_linkedin_url`	321,220,811	321220811	41.0%
`job_company_location_address_line_2`	28,946,525	28946525	3.7%
`job_company_location_continent`	302,664,013	302664013	38.7%
`job_company_location_country`	303,554,026	303554026	38.8%
`job_company_location_geo`	266,526,962	266526962	34.1%
`job_company_location_locality`	273,852,428	273852428	35.0%
`job_company_location_metro`	93,543,475	93543475	12.0%
`job_company_location_name`	303,558,178	303558178	38.8%
`job_company_location_postal_code`	238,963,531	238963531	30.5%
`job_company_location_region`	284,821,550	284821550	36.4%
`job_company_location_street_address`	207,453,833	207453833	26.5%
`job_company_name`	468,291,947	468291947	59.8%
`job_company_size`	321,220,811	321220811	41.0%
`job_company_ticker`	48,946,307	48946307	6.3%
`job_company_total_funding_raised`	65,072,806	65072806	8.3%
`job_company_twitter_url`	157,603,054	157603054	20.1%
`job_company_type`	321,220,811	321220811	41.0%
`job_company_website`	283,982,410	283982410	36.3%
`job_history`	560,581,002	560581002	71.6%
`job_history.company_id`	412,503,811	412503811	52.7%
`job_history.company_name`	533,636,223	533636223	68.2%
`job_history.first_seen`	560,581,002	560581002	71.6%
`job_history.last_seen`	560,581,002	560581002	71.6%
`job_history.num_sources`	560,581,002	560581002	71.6%
`job_history.title`	558,681,342	558681342	71.4%
`job_last_changed`	497,360,655	497360655	63.6%
`job_last_verified`	497,360,655	497360655	63.6%
`job_onet_broad_occupation`	226,749,560	226749560	29.0%
`job_onet_code`	226,749,560	226749560	29.0%
`job_onet_major_group`	226,749,560	226749560	29.0%
`job_onet_minor_group`	226,749,560	226749560	29.0%
`job_onet_specific_occupation`	226,749,560	226749560	29.0%
`job_onet_specific_occupation_detail`	90,038,176	90038176	11.5%
`job_start_date`	281,649,202	281649202	36.0%
`job_summary`	73,751,368	73751368	9.4%
`job_title`	495,699,599	495699599	63.3%
`job_title_class`	277,223,221	277223221	35.4%
`job_title_levels`	124,712,580	124712580	15.9%
`job_title_role`	277,223,221	277223221	35.4%
`job_title_sub_role`	225,954,163	225954163	28.9%
`languages`	84,079,371	84079371	10.7%
`languages.name`	84,079,371	84079371	10.7%
`languages.proficiency`	23,251,523	23251523	3.0%
`last_initial`	782,548,201	782548201	100.0%
`last_name`	769,788,855	769788855	98.4%
`linkedin_connections`	473,223,278	473223278	60.5%
`linkedin_id`	482,498,012	482498012	61.7%
`linkedin_url`	724,869,484	724869484	92.6%
`linkedin_username`	724,869,484	724869484	92.6%
`location_address_line_2`	3,631,643	3631643	0.5%
`location_continent`	772,089,314	772089314	98.7%
`location_country`	772,066,050	772066050	98.7%
`location_geo`	519,349,344	519349344	66.4%
`location_last_updated`	749,964,108	749964108	95.8%
`location_locality`	531,421,233	531421233	67.9%
`location_metro`	146,540,585	146540585	18.7%
`location_name`	772,089,314	772089314	98.7%
`location_names`	531,421,233	531421233	67.9%
`location_postal_code`	27,626,420	27626420	3.5%
`location_region`	568,967,043	568967043	72.7%
`location_street_address`	27,851,798	27851798	3.6%
`middle_initial`	126,702,505	126702505	16.2%
`middle_name`	113,231,157	113231157	14.5%
`mobile_phone`	55,909,451	55909451	7.1%
`name_aliases`	40,622,387	40622387	5.2%
`num_records`	782,548,201	782548201	100.0%
`num_sources`	782,548,201	782548201	100.0%
`personal_emails`	91,607,137	91607137	11.7%
`phone_numbers`	79,215,409	79215409	10.1%
`phones`	79,215,409	79215409	10.1%
`phones.first_seen`	79,215,409	79215409	10.1%
`phones.last_seen`	79,215,409	79215409	10.1%
`phones.num_sources`	79,215,409	79215409	10.1%
`phones.number`	79,215,409	79215409	10.1%
`possible_birth_dates`	8,100,201	8100201	1.0%
`possible_emails`	73,294,392	73294392	9.4%
`possible_emails.address`	73,294,392	73294392	9.4%
`possible_emails.first_seen`	73,294,392	73294392	9.4%
`possible_emails.last_seen`	73,294,392	73294392	9.4%
`possible_emails.num_sources`	73,294,392	73294392	9.4%
`possible_emails.type`	63,469,865	63469865	8.1%
`possible_location_names`	338,994,400	338994400	43.3%
`possible_phones`	22,341,310	22341310	2.9%
`possible_phones.first_seen`	22,341,310	22341310	2.9%
`possible_phones.last_seen`	22,341,310	22341310	2.9%
`possible_phones.num_sources`	22,341,310	22341310	2.9%
`possible_phones.number`	22,341,310	22341310	2.9%
`possible_profiles`	15,555,118	15555118	2.0%
`possible_profiles.first_seen`	15,555,118	15555118	2.0%
`possible_profiles.id`	11,040,379	11040379	1.4%
`possible_profiles.last_seen`	15,555,118	15555118	2.0%
`possible_profiles.network`	15,555,118	15555118	2.0%
`possible_profiles.num_sources`	15,555,118	15555118	2.0%
`possible_profiles.url`	15,555,118	15555118	2.0%
`possible_profiles.username`	14,704,801	14704801	1.9%
`possible_street_addresses`	10,238,469	10238469	1.3%
`possible_street_addresses.address_line_2`	3,676,698	3676698	0.5%
`possible_street_addresses.continent`	10,238,469	10238469	1.3%
`possible_street_addresses.country`	10,238,467	10238467	1.3%
`possible_street_addresses.first_seen`	10,238,469	10238469	1.3%
`possible_street_addresses.geo`	10,235,595	10235595	1.3%
`possible_street_addresses.last_seen`	10,238,469	10238469	1.3%
`possible_street_addresses.locality`	10,235,935	10235935	1.3%
`possible_street_addresses.metro`	9,248,430	9248430	1.2%
`possible_street_addresses.name`	10,238,469	10238469	1.3%
`possible_street_addresses.num_sources`	10,238,469	10238469	1.3%
`possible_street_addresses.postal_code`	10,137,060	10137060	1.3%
`possible_street_addresses.region`	10,238,032	10238032	1.3%
`possible_street_addresses.street_address`	10,238,469	10238469	1.3%
`profiles`	782,548,201	782548201	100.0%
`profiles.first_seen`	782,548,201	782548201	100.0%
`profiles.id`	510,501,572	510501572	65.2%
`profiles.last_seen`	782,548,201	782548201	100.0%
`profiles.network`	782,548,201	782548201	100.0%
`profiles.num_sources`	782,548,201	782548201	100.0%
`profiles.url`	782,548,201	782548201	100.0%
`profiles.username`	782,548,201	782548201	100.0%
`recommended_personal_email`	91,605,459	91605459	11.7%
`regions`	572,881,826	572881826	73.2%
`sex`	548,061,956	548061956	70.0%
`skills`	137,000,052	137000052	17.5%
`street_addresses`	36,522,390	36522390	4.7%
`street_addresses.address_line_2`	16,816,005	16816005	2.1%
`street_addresses.continent`	36,522,390	36522390	4.7%
`street_addresses.country`	36,522,275	36522275	4.7%
`street_addresses.first_seen`	36,522,390	36522390	4.7%
`street_addresses.geo`	35,069,856	35069856	4.5%
`street_addresses.last_seen`	36,522,390	36522390	4.7%
`street_addresses.locality`	35,106,830	35106830	4.5%
`street_addresses.metro`	31,794,502	31794502	4.1%
`street_addresses.name`	36,522,390	36522390	4.7%
`street_addresses.num_sources`	36,522,390	36522390	4.7%
`street_addresses.postal_code`	34,050,461	34050461	4.4%
`street_addresses.region`	35,836,716	35836716	4.6%
`street_addresses.street_address`	36,522,390	36522390	4.7%
`summary`	153,442,628	153442628	19.6%
`twitter_url`	12,573,714	12573714	1.6%
`twitter_username`	12,573,714	12573714	1.6%
`work_email`	81,881,827	81881827	10.5%

Stats shown are accurate as of data version 31.2