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`	785,040,000	785040000	100.0%
`birth_date`	9,605,323	9605323	1.2%
`birth_year`	15,653,779	15653779	2.0%
`certifications`	64,282,047	64282047	8.2%
`certifications.end_date`	51,411,387	51411387	6.5%
`certifications.name`	64,282,047	64282047	8.2%
`certifications.organization`	63,202,795	63202795	8.1%
`certifications.start_date`	54,138,419	54138419	6.9%
`countries`	774,976,760	774976760	98.7%
`education`	354,061,475	354061475	45.1%
`education.degrees`	171,875,506	171875506	21.9%
`education.end_date`	303,676,647	303676647	38.7%
`education.gpa`	10,900,504	10900504	1.4%
`education.majors`	210,546,345	210546345	26.8%
`education.minors`	1,672,934	1672934	0.2%
`education.raw`	292,370,619	292370619	37.2%
`education.school`	353,536,664	353536664	45.0%
`education.school.domain`	293,072,686	293072686	37.3%
`education.school.facebook_url`	210,758,977	210758977	26.8%
`education.school.id`	300,442,204	300442204	38.3%
`education.school.linkedin_id`	300,442,204	300442204	38.3%
`education.school.linkedin_url`	300,441,802	300441802	38.3%
`education.school.location`	289,602,785	289602785	36.9%
`education.school.location.continent`	289,602,785	289602785	36.9%
`education.school.location.country`	289,602,712	289602712	36.9%
`education.school.location.locality`	277,005,757	277005757	35.3%
`education.school.location.name`	289,602,785	289602785	36.9%
`education.school.location.region`	283,769,724	283769724	36.1%
`education.school.name`	353,502,743	353502743	45.0%
`education.school.raw`	350,608,157	350608157	44.7%
`education.school.twitter_url`	200,011,219	200011219	25.5%
`education.school.type`	320,988,904	320988904	40.9%
`education.school.website`	293,072,686	293072686	37.3%
`education.start_date`	310,040,867	310040867	39.5%
`education.summary`	68,784,095	68784095	8.8%
`emails`	199,165,314	199165314	25.4%
`emails.address`	199,165,314	199165314	25.4%
`emails.first_seen`	199,165,314	199165314	25.4%
`emails.last_seen`	199,165,314	199165314	25.4%
`emails.md5_hash`	199,165,314	199165314	25.4%
`emails.num_sources`	199,165,314	199165314	25.4%
`emails.sha_256_hash`	199,165,314	199165314	25.4%
`emails.type`	181,171,157	181171157	23.1%
`experience`	564,603,670	564603670	71.9%
`experience.company`	537,104,170	537104170	68.4%
`experience.company.facebook_url`	267,334,983	267334983	34.1%
`experience.company.founded`	336,579,627	336579627	42.9%
`experience.company.id`	423,642,685	423642685	54.0%
`experience.company.industry`	407,333,694	407333694	51.9%
`experience.company.linkedin_id`	423,642,685	423642685	54.0%
`experience.company.linkedin_url`	423,642,685	423642685	54.0%
`experience.company.location`	407,118,547	407118547	51.9%
`experience.company.location.address_line_2`	73,693,996	73693996	9.4%
`experience.company.location.continent`	406,470,373	406470373	51.8%
`experience.company.location.country`	407,116,507	407116507	51.9%
`experience.company.location.geo`	380,199,949	380199949	48.4%
`experience.company.location.locality`	385,375,569	385375569	49.1%
`experience.company.location.metro`	155,666,758	155666758	19.8%
`experience.company.location.name`	407,118,547	407118547	51.9%
`experience.company.location.postal_code`	338,444,428	338444428	43.1%
`experience.company.location.region`	389,311,315	389311315	49.6%
`experience.company.location.street_address`	319,945,955	319945955	40.8%
`experience.company.name`	537,095,933	537095933	68.4%
`experience.company.raw`	537,102,089	537102089	68.4%
`experience.company.size`	423,642,685	423642685	54.0%
`experience.company.ticker`	100,300,407	100300407	12.8%
`experience.company.twitter_url`	225,070,842	225070842	28.7%
`experience.company.type`	423,642,685	423642685	54.0%
`experience.company.website`	387,312,516	387312516	49.3%
`experience.end_date`	250,511,224	250511224	31.9%
`experience.first_seen`	564,603,670	564603670	71.9%
`experience.is_primary`	564,603,670	564603670	71.9%
`experience.last_seen`	564,603,670	564603670	71.9%
`experience.location_names`	238,976,142	238976142	30.4%
`experience.num_sources`	564,603,670	564603670	71.9%
`experience.start_date`	346,092,759	346092759	44.1%
`experience.summary`	166,489,722	166489722	21.2%
`experience.title`	562,688,479	562688479	71.7%
`experience.title.class`	371,439,134	371439134	47.3%
`experience.title.levels`	194,455,880	194455880	24.8%
`experience.title.name`	562,688,479	562688479	71.7%
`experience.title.raw`	562,688,479	562688479	71.7%
`experience.title.role`	371,439,134	371439134	47.3%
`experience.title.sub_role`	325,919,031	325919031	41.5%
`facebook_friends`	6,268,091	6268091	0.8%
`facebook_id`	30,765,441	30765441	3.9%
`facebook_url`	29,838,838	29838838	3.8%
`facebook_username`	29,838,838	29838838	3.8%
`first_name`	785,040,000	785040000	100.0%
`first_seen`	785,040,000	785040000	100.0%
`full_name`	785,040,000	785040000	100.0%
`github_url`	962,276	962276	0.1%
`github_username`	962,276	962276	0.1%
`headline`	118,319,457	118319457	15.1%
`id`	785,040,000	785040000	100.0%
`industry`	409,448,958	409448958	52.2%
`inferred_salary`	267,108,241	267108241	34.0%
`inferred_years_experience`	340,413,687	340413687	43.4%
`interests`	35,269,825	35269825	4.5%
`job_company_12mo_employee_growth_rate`	330,158,893	330158893	42.1%
`job_company_employee_count`	335,081,345	335081345	42.7%
`job_company_facebook_url`	161,390,149	161390149	20.6%
`job_company_founded`	236,581,388	236581388	30.1%
`job_company_id`	335,108,926	335108926	42.7%
`job_company_industry`	315,435,165	315435165	40.2%
`job_company_inferred_revenue`	335,081,345	335081345	42.7%
`job_company_linkedin_id`	335,108,926	335108926	42.7%
`job_company_linkedin_url`	335,108,926	335108926	42.7%
`job_company_location_address_line_2`	29,849,620	29849620	3.8%
`job_company_location_continent`	314,484,151	314484151	40.1%
`job_company_location_country`	315,314,290	315314290	40.2%
`job_company_location_geo`	285,057,578	285057578	36.3%
`job_company_location_locality`	291,397,303	291397303	37.1%
`job_company_location_metro`	97,308,067	97308067	12.4%
`job_company_location_name`	315,318,500	315318500	40.2%
`job_company_location_postal_code`	232,603,706	232603706	29.6%
`job_company_location_region`	296,527,868	296527868	37.8%
`job_company_location_street_address`	216,083,276	216083276	27.5%
`job_company_name`	470,617,748	470617748	59.9%
`job_company_size`	335,108,926	335108926	42.7%
`job_company_ticker`	49,040,324	49040324	6.2%
`job_company_total_funding_raised`	67,078,794	67078794	8.5%
`job_company_twitter_url`	125,560,908	125560908	16.0%
`job_company_type`	335,108,926	335108926	42.7%
`job_company_website`	292,689,656	292689656	37.3%
`job_history`	564,690,318	564690318	71.9%
`job_history.company_id`	426,879,785	426879785	54.4%
`job_history.company_name`	537,518,570	537518570	68.5%
`job_history.first_seen`	564,690,318	564690318	71.9%
`job_history.last_seen`	564,690,318	564690318	71.9%
`job_history.num_sources`	564,690,318	564690318	71.9%
`job_history.title`	562,797,762	562797762	71.7%
`job_last_changed`	500,202,387	500202387	63.7%
`job_last_verified`	500,202,387	500202387	63.7%
`job_onet_broad_occupation`	228,178,737	228178737	29.1%
`job_onet_code`	228,178,737	228178737	29.1%
`job_onet_major_group`	228,178,737	228178737	29.1%
`job_onet_minor_group`	228,178,737	228178737	29.1%
`job_onet_specific_occupation`	228,178,737	228178737	29.1%
`job_onet_specific_occupation_detail`	90,718,551	90718551	11.6%
`job_start_date`	283,828,391	283828391	36.2%
`job_summary`	76,136,487	76136487	9.7%
`job_title`	498,551,682	498551682	63.5%
`job_title_class`	276,907,792	276907792	35.3%
`job_title_levels`	125,811,407	125811407	16.0%
`job_title_role`	276,907,792	276907792	35.3%
`job_title_sub_role`	224,798,284	224798284	28.6%
`languages`	83,917,553	83917553	10.7%
`languages.name`	83,917,553	83917553	10.7%
`languages.proficiency`	23,554,333	23554333	3.0%
`last_initial`	785,040,000	785040000	100.0%
`last_name`	771,666,375	771666375	98.3%
`linkedin_connections`	471,733,658	471733658	60.1%
`linkedin_id`	557,661,230	557661230	71.0%
`linkedin_url`	728,961,880	728961880	92.9%
`linkedin_username`	728,961,880	728961880	92.9%
`location_address_line_2`	3,490,052	3490052	0.4%
`location_continent`	774,989,506	774989506	98.7%
`location_country`	774,947,659	774947659	98.7%
`location_geo`	513,966,494	513966494	65.5%
`location_last_updated`	755,259,215	755259215	96.2%
`location_locality`	525,824,565	525824565	67.0%
`location_metro`	145,143,002	145143002	18.5%
`location_name`	774,989,506	774989506	98.7%
`location_names`	531,132,489	531132489	67.7%
`location_postal_code`	26,779,500	26779500	3.4%
`location_region`	569,622,538	569622538	72.6%
`location_street_address`	27,269,714	27269714	3.5%
`middle_initial`	127,343,300	127343300	16.2%
`middle_name`	114,206,097	114206097	14.5%
`mobile_phone`	55,553,697	55553697	7.1%
`name_aliases`	42,744,213	42744213	5.4%
`num_records`	785,040,000	785040000	100.0%
`num_sources`	785,040,000	785040000	100.0%
`personal_emails`	91,044,374	91044374	11.6%
`phone_numbers`	77,655,343	77655343	9.9%
`phones`	77,655,343	77655343	9.9%
`phones.first_seen`	77,655,343	77655343	9.9%
`phones.last_seen`	77,655,343	77655343	9.9%
`phones.num_sources`	77,655,343	77655343	9.9%
`phones.number`	77,655,343	77655343	9.9%
`possible_birth_dates`	7,901,280	7901280	1.0%
`possible_emails`	72,743,025	72743025	9.3%
`possible_emails.address`	72,743,025	72743025	9.3%
`possible_emails.first_seen`	72,743,025	72743025	9.3%
`possible_emails.last_seen`	72,743,025	72743025	9.3%
`possible_emails.md5_hash`	72,743,025	72743025	9.3%
`possible_emails.num_sources`	72,743,025	72743025	9.3%
`possible_emails.sha_256_hash`	72,743,025	72743025	9.3%
`possible_emails.type`	62,570,315	62570315	8.0%
`possible_location_names`	331,454,277	331454277	42.2%
`possible_phones`	21,911,648	21911648	2.8%
`possible_phones.first_seen`	21,911,648	21911648	2.8%
`possible_phones.last_seen`	21,911,648	21911648	2.8%
`possible_phones.num_sources`	21,911,648	21911648	2.8%
`possible_phones.number`	21,911,648	21911648	2.8%
`possible_profiles`	15,353,624	15353624	2.0%
`possible_profiles.first_seen`	15,353,624	15353624	2.0%
`possible_profiles.id`	10,933,515	10933515	1.4%
`possible_profiles.last_seen`	15,353,624	15353624	2.0%
`possible_profiles.network`	15,353,624	15353624	2.0%
`possible_profiles.num_sources`	15,353,624	15353624	2.0%
`possible_profiles.url`	15,353,624	15353624	2.0%
`possible_profiles.username`	14,514,358	14514358	1.8%
`possible_street_addresses`	9,863,813	9863813	1.3%
`possible_street_addresses.address_line_2`	3,516,875	3516875	0.4%
`possible_street_addresses.continent`	9,863,813	9863813	1.3%
`possible_street_addresses.country`	9,863,813	9863813	1.3%
`possible_street_addresses.first_seen`	9,863,813	9863813	1.3%
`possible_street_addresses.geo`	9,863,659	9863659	1.3%
`possible_street_addresses.last_seen`	9,863,813	9863813	1.3%
`possible_street_addresses.locality`	9,863,765	9863765	1.3%
`possible_street_addresses.metro`	8,975,122	8975122	1.1%
`possible_street_addresses.name`	9,863,813	9863813	1.3%
`possible_street_addresses.num_sources`	9,863,813	9863813	1.3%
`possible_street_addresses.postal_code`	9,828,179	9828179	1.3%
`possible_street_addresses.region`	9,863,786	9863786	1.3%
`possible_street_addresses.street_address`	9,863,813	9863813	1.3%
`profiles`	785,040,000	785040000	100.0%
`profiles.first_seen`	785,040,000	785040000	100.0%
`profiles.id`	585,071,516	585071516	74.5%
`profiles.last_seen`	785,040,000	785040000	100.0%
`profiles.network`	785,040,000	785040000	100.0%
`profiles.num_sources`	785,040,000	785040000	100.0%
`profiles.url`	785,040,000	785040000	100.0%
`profiles.username`	785,040,000	785040000	100.0%
`recommended_personal_email`	91,042,736	91042736	11.6%
`regions`	578,426,357	578426357	73.7%
`sex`	549,884,901	549884901	70.0%
`skills`	136,180,044	136180044	17.3%
`street_addresses`	34,789,647	34789647	4.4%
`street_addresses.address_line_2`	16,417,927	16417927	2.1%
`street_addresses.continent`	34,789,647	34789647	4.4%
`street_addresses.country`	34,789,647	34789647	4.4%
`street_addresses.first_seen`	34,789,647	34789647	4.4%
`street_addresses.geo`	34,747,845	34747845	4.4%
`street_addresses.last_seen`	34,789,647	34789647	4.4%
`street_addresses.locality`	34,785,328	34785328	4.4%
`street_addresses.metro`	31,360,455	31360455	4.0%
`street_addresses.name`	34,789,647	34789647	4.4%
`street_addresses.num_sources`	34,789,647	34789647	4.4%
`street_addresses.postal_code`	33,389,586	33389586	4.3%
`street_addresses.region`	34,789,378	34789378	4.4%
`street_addresses.street_address`	34,789,647	34789647	4.4%
`summary`	157,691,291	157691291	20.1%
`twitter_url`	12,424,217	12424217	1.6%
`twitter_username`	12,424,217	12424217	1.6%
`work_email`	75,144,765	75144765	9.6%

Stats shown are accurate as of data version 33.0