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`	786,014,852	786014852	100.0%
`birth_date`	9,854,075	9854075	1.3%
`birth_year`	16,038,680	16038680	2.0%
`certifications`	64,010,960	64010960	8.1%
`certifications.end_date`	51,067,930	51067930	6.5%
`certifications.name`	64,010,960	64010960	8.1%
`certifications.organization`	62,903,313	62903313	8.0%
`certifications.start_date`	53,754,882	53754882	6.8%
`countries`	775,674,331	775674331	98.7%
`education`	346,213,616	346213616	44.0%
`education.degrees`	171,723,511	171723511	21.8%
`education.end_date`	297,413,916	297413916	37.8%
`education.gpa`	10,856,184	10856184	1.4%
`education.majors`	209,146,083	209146083	26.6%
`education.minors`	1,671,217	1671217	0.2%
`education.raw`	289,115,192	289115192	36.8%
`education.school`	343,005,365	343005365	43.6%
`education.school.domain`	318,538,290	318538290	40.5%
`education.school.facebook_url`	226,427,601	226427601	28.8%
`education.school.id`	326,220,167	326220167	41.5%
`education.school.linkedin_id`	326,220,167	326220167	41.5%
`education.school.linkedin_url`	326,220,167	326220167	41.5%
`education.school.location`	311,222,032	311222032	39.6%
`education.school.location.continent`	311,222,032	311222032	39.6%
`education.school.location.country`	311,217,270	311217270	39.6%
`education.school.location.locality`	301,836,677	301836677	38.4%
`education.school.location.name`	311,222,032	311222032	39.6%
`education.school.location.region`	308,917,789	308917789	39.3%
`education.school.name`	342,974,127	342974127	43.6%
`education.school.raw`	343,005,365	343005365	43.6%
`education.school.twitter_url`	214,736,336	214736336	27.3%
`education.school.type`	337,242,497	337242497	42.9%
`education.school.website`	318,538,290	318538290	40.5%
`education.start_date`	303,641,429	303641429	38.6%
`education.summary`	67,843,118	67843118	8.6%
`emails`	200,830,601	200830601	25.6%
`emails.address`	200,830,601	200830601	25.6%
`emails.first_seen`	200,830,601	200830601	25.6%
`emails.last_seen`	200,830,601	200830601	25.6%
`emails.num_sources`	200,830,601	200830601	25.6%
`emails.type`	183,354,996	183354996	23.3%
`experience`	564,909,574	564909574	71.9%
`experience.company`	537,440,519	537440519	68.4%
`experience.company.facebook_url`	269,746,678	269746678	34.3%
`experience.company.founded`	334,425,285	334425285	42.5%
`experience.company.id`	413,303,198	413303198	52.6%
`experience.company.industry`	400,601,435	400601435	51.0%
`experience.company.linkedin_id`	413,303,198	413303198	52.6%
`experience.company.linkedin_url`	413,303,198	413303198	52.6%
`experience.company.location`	397,600,042	397600042	50.6%
`experience.company.location.address_line_2`	73,097,247	73097247	9.3%
`experience.company.location.continent`	396,942,835	396942835	50.5%
`experience.company.location.country`	397,597,954	397597954	50.6%
`experience.company.location.geo`	364,011,474	364011474	46.3%
`experience.company.location.locality`	370,214,545	370214545	47.1%
`experience.company.location.metro`	152,212,959	152212959	19.4%
`experience.company.location.name`	397,600,042	397600042	50.6%
`experience.company.location.postal_code`	341,157,416	341157416	43.4%
`experience.company.location.region`	379,214,754	379214754	48.2%
`experience.company.location.street_address`	313,119,451	313119451	39.8%
`experience.company.name`	537,429,934	537429934	68.4%
`experience.company.raw`	537,438,359	537438359	68.4%
`experience.company.size`	413,303,198	413303198	52.6%
`experience.company.ticker`	100,949,539	100949539	12.8%
`experience.company.twitter_url`	261,450,163	261450163	33.3%
`experience.company.type`	413,303,198	413303198	52.6%
`experience.company.website`	381,093,370	381093370	48.5%
`experience.end_date`	251,032,368	251032368	31.9%
`experience.first_seen`	564,909,574	564909574	71.9%
`experience.is_primary`	564,909,574	564909574	71.9%
`experience.last_seen`	564,909,574	564909574	71.9%
`experience.location_names`	223,451,885	223451885	28.4%
`experience.num_sources`	564,909,574	564909574	71.9%
`experience.start_date`	346,748,651	346748651	44.1%
`experience.summary`	165,972,826	165972826	21.1%
`experience.title`	562,991,697	562991697	71.6%
`experience.title.class`	374,246,645	374246645	47.6%
`experience.title.levels`	194,528,235	194528235	24.7%
`experience.title.name`	562,991,697	562991697	71.6%
`experience.title.raw`	562,991,697	562991697	71.6%
`experience.title.role`	374,246,645	374246645	47.6%
`experience.title.sub_role`	329,363,237	329363237	41.9%
`facebook_friends`	6,393,135	6393135	0.8%
`facebook_id`	31,176,393	31176393	4.0%
`facebook_url`	30,235,782	30235782	3.8%
`facebook_username`	30,235,782	30235782	3.8%
`first_name`	786,014,852	786014852	100.0%
`first_seen`	786,014,852	786014852	100.0%
`full_name`	786,014,852	786014852	100.0%
`github_url`	979,247	979247	0.1%
`github_username`	979,247	979247	0.1%
`headline`	106,449,906	106449906	13.5%
`id`	786,014,852	786014852	100.0%
`industry`	407,194,485	407194485	51.8%
`inferred_salary`	267,484,134	267484134	34.0%
`inferred_years_experience`	342,654,324	342654324	43.6%
`interests`	35,632,128	35632128	4.5%
`job_company_12mo_employee_growth_rate`	319,822,346	319822346	40.7%
`job_company_employee_count`	324,818,437	324818437	41.3%
`job_company_facebook_url`	163,925,551	163925551	20.9%
`job_company_founded`	234,917,135	234917135	29.9%
`job_company_id`	324,846,378	324846378	41.3%
`job_company_industry`	309,593,262	309593262	39.4%
`job_company_inferred_revenue`	324,818,437	324818437	41.3%
`job_company_linkedin_id`	324,846,378	324846378	41.3%
`job_company_linkedin_url`	324,846,378	324846378	41.3%
`job_company_location_address_line_2`	29,444,683	29444683	3.7%
`job_company_location_continent`	305,654,939	305654939	38.9%
`job_company_location_country`	306,490,331	306490331	39.0%
`job_company_location_geo`	269,278,838	269278838	34.3%
`job_company_location_locality`	276,635,985	276635985	35.2%
`job_company_location_metro`	94,495,751	94495751	12.0%
`job_company_location_name`	306,494,518	306494518	39.0%
`job_company_location_postal_code`	239,159,654	239159654	30.4%
`job_company_location_region`	287,919,731	287919731	36.6%
`job_company_location_street_address`	210,635,815	210635815	26.8%
`job_company_name`	471,127,392	471127392	59.9%
`job_company_size`	324,846,378	324846378	41.3%
`job_company_ticker`	49,385,791	49385791	6.3%
`job_company_total_funding_raised`	66,339,315	66339315	8.4%
`job_company_twitter_url`	158,575,384	158575384	20.2%
`job_company_type`	324,846,378	324846378	41.3%
`job_company_website`	286,948,573	286948573	36.5%
`job_history`	564,992,467	564992467	71.9%
`job_history.company_id`	416,637,267	416637267	53.0%
`job_history.company_name`	537,846,196	537846196	68.4%
`job_history.first_seen`	564,992,467	564992467	71.9%
`job_history.last_seen`	564,992,467	564992467	71.9%
`job_history.num_sources`	564,992,467	564992467	71.9%
`job_history.title`	563,097,290	563097290	71.6%
`job_last_changed`	500,734,130	500734130	63.7%
`job_last_verified`	500,734,130	500734130	63.7%
`job_onet_broad_occupation`	228,375,472	228375472	29.1%
`job_onet_code`	228,375,472	228375472	29.1%
`job_onet_major_group`	228,375,472	228375472	29.1%
`job_onet_minor_group`	228,375,472	228375472	29.1%
`job_onet_specific_occupation`	228,375,472	228375472	29.1%
`job_onet_specific_occupation_detail`	90,791,897	90791897	11.6%
`job_start_date`	284,671,484	284671484	36.2%
`job_summary`	75,043,575	75043575	9.5%
`job_title`	499,076,523	499076523	63.5%
`job_title_class`	279,443,158	279443158	35.6%
`job_title_levels`	125,825,911	125825911	16.0%
`job_title_role`	279,443,158	279443158	35.6%
`job_title_sub_role`	227,772,170	227772170	29.0%
`languages`	84,615,846	84615846	10.8%
`languages.name`	84,615,846	84615846	10.8%
`languages.proficiency`	23,804,058	23804058	3.0%
`last_initial`	786,014,852	786014852	100.0%
`last_name`	773,069,350	773069350	98.4%
`linkedin_connections`	473,181,962	473181962	60.2%
`linkedin_id`	484,219,348	484219348	61.6%
`linkedin_url`	729,407,288	729407288	92.8%
`linkedin_username`	729,407,288	729407288	92.8%
`location_address_line_2`	3,702,904	3702904	0.5%
`location_continent`	775,687,135	775687135	98.7%
`location_country`	775,643,464	775643464	98.7%
`location_geo`	515,567,871	515567871	65.6%
`location_last_updated`	750,970,263	750970263	95.5%
`location_locality`	527,770,459	527770459	67.1%
`location_metro`	146,376,882	146376882	18.6%
`location_name`	775,687,135	775687135	98.7%
`location_names`	534,974,338	534974338	68.1%
`location_postal_code`	28,183,391	28183391	3.6%
`location_region`	567,059,410	567059410	72.1%
`location_street_address`	28,369,660	28369660	3.6%
`middle_initial`	127,177,337	127177337	16.2%
`middle_name`	113,683,398	113683398	14.5%
`mobile_phone`	55,847,218	55847218	7.1%
`name_aliases`	41,057,033	41057033	5.2%
`num_records`	786,014,852	786014852	100.0%
`num_sources`	786,014,852	786014852	100.0%
`personal_emails`	91,567,989	91567989	11.6%
`phone_numbers`	79,134,498	79134498	10.1%
`phones`	79,134,498	79134498	10.1%
`phones.first_seen`	79,134,498	79134498	10.1%
`phones.last_seen`	79,134,498	79134498	10.1%
`phones.num_sources`	79,134,498	79134498	10.1%
`phones.number`	79,134,498	79134498	10.1%
`possible_birth_dates`	8,080,744	8080744	1.0%
`possible_emails`	73,249,974	73249974	9.3%
`possible_emails.address`	73,249,974	73249974	9.3%
`possible_emails.first_seen`	73,249,974	73249974	9.3%
`possible_emails.last_seen`	73,249,974	73249974	9.3%
`possible_emails.num_sources`	73,249,974	73249974	9.3%
`possible_emails.type`	63,425,529	63425529	8.1%
`possible_location_names`	341,609,765	341609765	43.5%
`possible_phones`	22,321,537	22321537	2.8%
`possible_phones.first_seen`	22,321,537	22321537	2.8%
`possible_phones.last_seen`	22,321,537	22321537	2.8%
`possible_phones.num_sources`	22,321,537	22321537	2.8%
`possible_phones.number`	22,321,537	22321537	2.8%
`possible_profiles`	15,545,742	15545742	2.0%
`possible_profiles.first_seen`	15,545,742	15545742	2.0%
`possible_profiles.id`	11,035,521	11035521	1.4%
`possible_profiles.last_seen`	15,545,742	15545742	2.0%
`possible_profiles.network`	15,545,742	15545742	2.0%
`possible_profiles.num_sources`	15,545,742	15545742	2.0%
`possible_profiles.url`	15,545,742	15545742	2.0%
`possible_profiles.username`	14,695,961	14695961	1.9%
`possible_street_addresses`	10,164,509	10164509	1.3%
`possible_street_addresses.address_line_2`	3,662,058	3662058	0.5%
`possible_street_addresses.continent`	10,164,509	10164509	1.3%
`possible_street_addresses.country`	10,164,507	10164507	1.3%
`possible_street_addresses.first_seen`	10,164,509	10164509	1.3%
`possible_street_addresses.geo`	10,162,932	10162932	1.3%
`possible_street_addresses.last_seen`	10,164,509	10164509	1.3%
`possible_street_addresses.locality`	10,163,105	10163105	1.3%
`possible_street_addresses.metro`	9,239,902	9239902	1.2%
`possible_street_addresses.name`	10,164,509	10164509	1.3%
`possible_street_addresses.num_sources`	10,164,509	10164509	1.3%
`possible_street_addresses.postal_code`	10,126,600	10126600	1.3%
`possible_street_addresses.region`	10,164,075	10164075	1.3%
`possible_street_addresses.street_address`	10,164,509	10164509	1.3%
`profiles`	786,014,852	786014852	100.0%
`profiles.first_seen`	786,014,852	786014852	100.0%
`profiles.id`	512,224,711	512224711	65.2%
`profiles.last_seen`	786,014,852	786014852	100.0%
`profiles.network`	786,014,852	786014852	100.0%
`profiles.num_sources`	786,014,852	786014852	100.0%
`profiles.url`	786,014,852	786014852	100.0%
`profiles.username`	786,014,852	786014852	100.0%
`recommended_personal_email`	91,566,320	91566320	11.6%
`regions`	576,405,070	576405070	73.3%
`sex`	550,517,746	550517746	70.0%
`skills`	137,023,620	137023620	17.4%
`street_addresses`	36,432,695	36432695	4.6%
`street_addresses.address_line_2`	16,752,543	16752543	2.1%
`street_addresses.continent`	36,432,695	36432695	4.6%
`street_addresses.country`	36,432,579	36432579	4.6%
`street_addresses.first_seen`	36,432,695	36432695	4.6%
`street_addresses.geo`	34,933,350	34933350	4.4%
`street_addresses.last_seen`	36,432,695	36432695	4.6%
`street_addresses.locality`	34,970,109	34970109	4.4%
`street_addresses.metro`	31,789,585	31789585	4.0%
`street_addresses.name`	36,432,695	36432695	4.6%
`street_addresses.num_sources`	36,432,695	36432695	4.6%
`street_addresses.postal_code`	34,030,174	34030174	4.3%
`street_addresses.region`	35,703,786	35703786	4.5%
`street_addresses.street_address`	36,432,695	36432695	4.6%
`summary`	157,015,497	157015497	20.0%
`twitter_url`	12,565,851	12565851	1.6%
`twitter_username`	12,565,851	12565851	1.6%
`work_email`	78,419,180	78419180	10.0%

Stats shown are accurate as of data version 32.0