Resume Stats

All Records Have -- Linkedin URL

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

FieldCountNumericFill Percentage
Total764,120,525764120525100.0%
birth_date9,914,15499141541.3%
birth_year16,154,489161544892.1%
certifications60,646,185606461857.9%
certifications.end_date47,802,171478021716.3%
certifications.name60,646,185606461857.9%
certifications.organization59,509,295595092957.8%
certifications.start_date50,502,569505025696.6%
countries752,693,96775269396798.5%
education314,801,59031480159041.2%
education.degrees165,272,73516527273521.6%
education.end_date271,494,49827149449835.5%
education.gpa10,177,973101779731.3%
education.majors201,151,48420115148426.3%
education.minors1,586,81515868150.2%
education.raw268,560,68626856068635.1%
education.school303,204,71630320471639.7%
education.school.domain261,241,83426124183434.2%
education.school.facebook_url194,581,51519458151525.5%
education.school.id268,160,77026816077035.1%
education.school.linkedin_id268,160,77026816077035.1%
education.school.linkedin_url268,160,77026816077035.1%
education.school.location252,074,27525207427533.0%
education.school.location.continent252,074,27525207427533.0%
education.school.location.country252,074,16825207416833.0%
education.school.location.locality216,847,81521684781528.4%
education.school.location.name252,074,27525207427533.0%
education.school.location.region239,897,67023989767031.4%
education.school.name303,161,22030316122039.7%
education.school.raw303,204,71630320471639.7%
education.school.twitter_url184,779,67318477967324.2%
education.school.type292,615,04629261504638.3%
education.school.website261,241,83426124183434.2%
education.start_date276,567,18427656718436.2%
education.summary62,297,608622976088.2%
emails201,066,38720106638726.3%
emails.address201,066,38720106638726.3%
emails.first_seen201,066,38720106638726.3%
emails.last_seen201,066,38720106638726.3%
emails.num_sources201,066,38720106638726.3%
emails.type183,506,26618350626624.0%
experience548,882,32154888232171.8%
experience.company521,729,33352172933368.3%
experience.company.facebook_url259,169,87825916987833.9%
experience.company.founded322,543,36932254336942.2%
experience.company.id399,202,80539920280552.2%
experience.company.industry387,166,91838716691850.7%
experience.company.linkedin_id399,202,80539920280552.2%
experience.company.linkedin_url399,202,80539920280552.2%
experience.company.location382,586,12338258612350.1%
experience.company.location.address_line_268,304,279683042798.9%
experience.company.location.continent381,936,08638193608650.0%
experience.company.location.country382,579,42738257942750.1%
experience.company.location.geo325,806,44732580644742.6%
experience.company.location.locality331,213,09733121309743.3%
experience.company.location.metro148,455,16914845516919.4%
experience.company.location.name382,586,12338258612350.1%
experience.company.location.postal_code288,810,10228881010237.8%
experience.company.location.region354,597,26535459726546.4%
experience.company.location.street_address301,684,81230168481239.5%
experience.company.name521,729,33352172933368.3%
experience.company.raw521,727,16252172716268.3%
experience.company.size399,202,80539920280552.2%
experience.company.ticker95,819,8659581986512.5%
experience.company.twitter_url252,972,72225297272233.1%
experience.company.type399,202,80539920280552.2%
experience.company.website368,014,64836801464848.2%
experience.end_date242,703,53024270353031.8%
experience.first_seen548,882,32154888232171.8%
experience.is_primary548,882,32154888232171.8%
experience.last_seen548,882,32154888232171.8%
experience.location_names230,192,88623019288630.1%
experience.num_sources548,882,32154888232171.8%
experience.start_date336,383,86833638386844.0%
experience.summary157,478,54615747854620.6%
experience.title546,963,99654696399671.6%
experience.title.class361,736,50736173650747.3%
experience.title.levels188,335,35218833535224.6%
experience.title.name546,963,99654696399671.6%
experience.title.raw546,963,99654696399671.6%
experience.title.role361,736,50736173650747.3%
experience.title.sub_role316,902,05531690205541.5%
facebook_friends6,421,22164212210.8%
facebook_id31,273,739312737394.1%
facebook_url30,335,243303352434.0%
facebook_username30,335,243303352434.0%
first_name764,120,525764120525100.0%
first_seen764,120,525764120525100.0%
full_name764,120,525764120525100.0%
github_url983,9539839530.1%
github_username983,9539839530.1%
headline76,751,7627675176210.0%
id764,120,525764120525100.0%
industry401,827,43940182743952.6%
inferred_salary259,607,92025960792034.0%
inferred_years_experience332,584,14433258414443.5%
interests35,716,823357168234.7%
job_company_12mo_employee_growth_rate309,419,36330941936340.5%
job_company_employee_count313,698,67831369867841.1%
job_company_facebook_url158,085,91315808591320.7%
job_company_founded227,009,32922700932929.7%
job_company_id313,725,12831372512841.1%
job_company_industry300,721,83030072183039.4%
job_company_inferred_revenue313,698,67831369867841.1%
job_company_linkedin_id313,725,12831372512841.1%
job_company_linkedin_url313,725,12831372512841.1%
job_company_location_address_line_227,562,437275624373.6%
job_company_location_continent293,962,14829396214838.5%
job_company_location_country294,780,16929478016938.6%
job_company_location_geo227,943,34222794334229.8%
job_company_location_locality234,508,67223450867230.7%
job_company_location_metro90,303,4659030346511.8%
job_company_location_name294,790,67229479067238.6%
job_company_location_postal_code194,980,91119498091125.5%
job_company_location_region263,535,31926353531934.5%
job_company_location_street_address204,120,90820412090826.7%
job_company_name458,409,45145840945160.0%
job_company_size313,725,12831372512841.1%
job_company_ticker46,801,729468017296.1%
job_company_total_funding_raised62,321,020623210208.2%
job_company_twitter_url154,490,44315449044320.2%
job_company_type313,725,12831372512841.1%
job_company_website277,419,45127741945136.3%
job_history548,960,90554896090571.8%
job_history.company_id402,520,40940252040952.7%
job_history.company_name522,134,72652213472668.3%
job_history.first_seen548,960,90554896090571.8%
job_history.last_seen548,960,90554896090571.8%
job_history.num_sources548,960,90554896090571.8%
job_history.title547,064,97354706497371.6%
job_last_changed487,432,42048743242063.8%
job_last_verified487,432,42048743242063.8%
job_onet_broad_occupation222,802,10522280210529.2%
job_onet_code222,802,10522280210529.2%
job_onet_major_group222,802,10522280210529.2%
job_onet_minor_group222,802,10522280210529.2%
job_onet_specific_occupation222,802,10522280210529.2%
job_onet_specific_occupation_detail88,261,2198826121911.6%
job_start_date277,145,73627714573636.3%
job_summary68,363,880683638808.9%
job_title485,818,15548581815563.6%
job_title_class271,806,02227180602235.6%
job_title_levels122,363,94012236394016.0%
job_title_role271,806,02227180602235.6%
job_title_sub_role221,733,69622173369629.0%
languages83,287,6058328760510.9%
languages.name83,287,6058328760510.9%
languages.proficiency22,662,912226629123.0%
last_initial764,120,525764120525100.0%
last_name751,713,61575171361598.4%
linkedin_connections472,201,91647220191661.8%
linkedin_id476,523,05447652305462.4%
linkedin_url706,337,12170633712192.4%
linkedin_username706,337,12170633712192.4%
location_address_line_23,617,85336178530.5%
location_continent752,707,08675270708698.5%
location_country752,652,50275265250298.5%
location_geo497,420,19649742019665.1%
location_last_updated730,295,97973029597995.6%
location_locality511,496,07151149607166.9%
location_metro140,852,20714085220718.4%
location_name752,707,08675270708698.5%
location_names511,496,07151149607166.9%
location_postal_code27,140,590271405903.6%
location_region551,655,67255165567272.2%
location_street_address27,179,507271795073.6%
middle_initial125,410,62712541062716.4%
middle_name112,004,56011200456014.7%
mobile_phone56,133,632561336327.3%
name_aliases39,641,259396412595.2%
num_records764,120,525764120525100.0%
num_sources764,120,525764120525100.0%
personal_emails91,767,3149176731412.0%
phone_numbers79,527,0217952702110.4%
phones79,527,0217952702110.4%
phones.first_seen79,527,0217952702110.4%
phones.last_seen79,527,0217952702110.4%
phones.num_sources79,527,0217952702110.4%
phones.number79,527,0217952702110.4%
possible_birth_dates8,131,87381318731.1%
possible_emails73,474,435734744359.6%
possible_emails.address73,474,435734744359.6%
possible_emails.first_seen73,474,435734744359.6%
possible_emails.last_seen73,474,435734744359.6%
possible_emails.num_sources73,474,435734744359.6%
possible_emails.type63,601,507636015078.3%
possible_location_names314,174,39431417439441.1%
possible_phones22,416,514224165142.9%
possible_phones.first_seen22,416,514224165142.9%
possible_phones.last_seen22,416,514224165142.9%
possible_phones.num_sources22,416,514224165142.9%
possible_phones.number22,416,514224165142.9%
possible_profiles15,592,329155923292.0%
possible_profiles.first_seen15,592,329155923292.0%
possible_profiles.id11,059,575110595751.4%
possible_profiles.last_seen15,592,329155923292.0%
possible_profiles.network15,592,329155923292.0%
possible_profiles.num_sources15,592,329155923292.0%
possible_profiles.url15,592,329155923292.0%
possible_profiles.username14,740,068147400681.9%
possible_street_addresses10,333,634103336341.4%
possible_street_addresses.address_line_23,682,09236820920.5%
possible_street_addresses.continent10,333,634103336341.4%
possible_street_addresses.country10,333,632103336321.4%
possible_street_addresses.first_seen10,333,634103336341.4%
possible_street_addresses.geo10,266,583102665831.3%
possible_street_addresses.last_seen10,333,634103336341.4%
possible_street_addresses.locality10,325,263103252631.4%
possible_street_addresses.metro9,380,53493805341.2%
possible_street_addresses.name10,333,634103336341.4%
possible_street_addresses.num_sources10,333,634103336341.4%
possible_street_addresses.postal_code10,296,387102963871.3%
possible_street_addresses.region10,333,438103334381.4%
possible_street_addresses.street_address10,333,634103336341.4%
profiles764,120,525764120525100.0%
profiles.first_seen764,120,525764120525100.0%
profiles.id504,822,66250482266266.1%
profiles.last_seen764,120,525764120525100.0%
profiles.network764,120,525764120525100.0%
profiles.num_sources764,120,525764120525100.0%
profiles.url764,120,525764120525100.0%
profiles.username764,120,525764120525100.0%
recommended_personal_email91,765,4989176549812.0%
regions555,171,60455517160472.7%
sex535,039,30953503930970.0%
skills136,789,43813678943817.9%
street_addresses35,167,689351676894.6%
street_addresses.address_line_216,827,489168274892.2%
street_addresses.continent35,167,689351676894.6%
street_addresses.country35,167,648351676484.6%
street_addresses.first_seen35,167,689351676894.6%
street_addresses.geo34,136,199341361994.5%
street_addresses.last_seen35,167,689351676894.6%
street_addresses.locality34,322,923343229234.5%
street_addresses.metro31,553,441315534414.1%
street_addresses.name35,167,689351676894.6%
street_addresses.num_sources35,167,689351676894.6%
street_addresses.postal_code34,327,257343272574.5%
street_addresses.region35,109,695351096954.6%
street_addresses.street_address35,167,689351676894.6%
summary146,344,38014634438019.2%
twitter_url12,601,263126012631.6%
twitter_username12,601,263126012631.6%
work_email83,084,0468308404610.9%

Stats shown are accurate as of data version 30.2