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. The table below summarizes some key statistics and fill rates for fields within this dataset. Restricted Fields are premium fields that 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	Restricted Field
`Total`	738,600,555	738600555	100.0%
`birth_date`	7,454,214	7454214	1.0%
`birth_year`	15,056,712	15056712	2.0%
`certifications`	26,483,365	26483365	3.6%	T
`certifications.end_date`	5,717,886	5717886	0.8%	T
`certifications.name`	26,483,365	26483365	3.6%	T
`certifications.organization`	21,991,575	21991575	3.0%	T
`certifications.start_date`	17,832,127	17832127	2.4%	T
`countries`	672,068,847	672068847	91.0%
`education`	225,907,780	225907780	30.6%
`education.degrees`	120,314,121	120314121	16.3%
`education.end_date`	193,619,918	193619918	26.2%
`education.gpa`	3,819,728	3819728	0.5%
`education.majors`	132,110,818	132110818	17.9%
`education.minors`	1,275,213	1275213	0.2%
`education.raw`	188,876,022	188876022	25.6%	T
`education.school`	219,125,908	219125908	29.7%
`education.school.domain`	182,557,555	182557555	24.7%
`education.school.facebook_url`	138,170,410	138170410	18.7%
`education.school.id`	186,286,842	186286842	25.2%
`education.school.linkedin_id`	184,219,031	184219031	24.9%
`education.school.linkedin_url`	184,219,031	184219031	24.9%
`education.school.location`	185,071,341	185071341	25.1%
`education.school.location.continent`	185,071,341	185071341	25.1%
`education.school.location.country`	185,071,341	185071341	25.1%
`education.school.location.locality`	141,386,431	141386431	19.1%
`education.school.location.name`	185,071,341	185071341	25.1%
`education.school.location.region`	149,512,920	149512920	20.2%
`education.school.name`	219,111,979	219111979	29.7%
`education.school.raw`	214,570,689	214570689	29.1%	T
`education.school.twitter_url`	132,066,487	132066487	17.9%
`education.school.type`	209,415,467	209415467	28.4%
`education.school.website`	182,557,555	182557555	24.7%
`education.start_date`	193,533,924	193533924	26.2%
`education.summary`	29,818,809	29818809	4.0%	T
`emails`	186,897,835	186897835	25.3%
`emails.address`	186,897,835	186897835	25.3%
`emails.first_seen`	186,897,835	186897835	25.3%	T
`emails.last_seen`	186,897,835	186897835	25.3%	T
`emails.num_sources`	186,897,835	186897835	25.3%	T
`emails.type`	169,428,262	169428262	22.9%
`experience`	545,193,534	545193534	73.8%
`experience.company`	468,163,461	468163461	63.4%
`experience.company.facebook_url`	198,581,233	198581233	26.9%
`experience.company.founded`	274,540,449	274540449	37.2%
`experience.company.fuzzy_match`	468,163,461	468163461	63.4%	T
`experience.company.id`	344,818,685	344818685	46.7%
`experience.company.industry`	334,370,852	334370852	45.3%
`experience.company.linkedin_id`	344,492,984	344492984	46.6%
`experience.company.linkedin_url`	344,818,685	344818685	46.7%
`experience.company.location`	326,492,526	326492526	44.2%
`experience.company.location.address_line_2`	31,133,747	31133747	4.2%
`experience.company.location.continent`	326,492,526	326492526	44.2%
`experience.company.location.country`	326,486,096	326486096	44.2%
`experience.company.location.geo`	266,924,640	266924640	36.1%
`experience.company.location.locality`	267,284,659	267284659	36.2%
`experience.company.location.metro`	136,179,717	136179717	18.4%
`experience.company.location.name`	326,492,526	326492526	44.2%
`experience.company.location.postal_code`	146,707,164	146707164	19.9%
`experience.company.location.region`	293,792,035	293792035	39.8%
`experience.company.location.street_address`	157,669,232	157669232	21.3%
`experience.company.name`	468,163,461	468163461	63.4%
`experience.company.raw`	468,020,026	468020026	63.4%	T
`experience.company.size`	344,818,685	344818685	46.7%
`experience.company.ticker`	89,382,882	89382882	12.1%	T
`experience.company.twitter_url`	206,892,394	206892394	28.0%
`experience.company.type`	344,818,685	344818685	46.7%	T
`experience.company.website`	316,935,246	316935246	42.9%
`experience.end_date`	181,706,392	181706392	24.6%
`experience.first_seen`	545,193,534	545193534	73.8%	T
`experience.is_primary`	545,193,534	545193534	73.8%
`experience.last_seen`	545,193,534	545193534	73.8%	T
`experience.location_names`	147,481,354	147481354	20.0%
`experience.num_sources`	545,193,534	545193534	73.8%	T
`experience.start_date`	259,630,035	259630035	35.2%
`experience.summary`	115,920,918	115920918	15.7%	T
`experience.title`	540,466,282	540466282	73.2%
`experience.title.levels`	176,779,612	176779612	23.9%
`experience.title.name`	540,466,282	540466282	73.2%
`experience.title.raw`	540,466,282	540466282	73.2%	T
`experience.title.role`	228,769,335	228769335	31.0%
`experience.title.sub_role`	155,185,227	155185227	21.0%
`facebook_friends`	6,480,384	6480384	0.9%	T
`facebook_id`	30,646,717	30646717	4.1%
`facebook_url`	29,674,453	29674453	4.0%
`facebook_username`	29,674,453	29674453	4.0%
`first_name`	738,600,555	738600555	100.0%
`first_seen`	738,600,555	738600555	100.0%	T
`full_name`	738,600,555	738600555	100.0%
`gender`	513,840,327	513840327	69.6%
`github_url`	1,005,083	1005083	0.1%
`github_username`	1,005,083	1005083	0.1%
`id`	738,600,555	738600555	100.0%
`industry`	402,569,832	402569832	54.5%
`inferred_salary`	259,462,882	259462882	35.1%	T
`inferred_years_experience`	267,386,348	267386348	36.2%	T
`interests`	34,812,956	34812956	4.7%
`job_company_facebook_url`	122,258,499	122258499	16.6%
`job_company_founded`	198,404,687	198404687	26.9%
`job_company_id`	273,150,242	273150242	37.0%
`job_company_industry`	262,026,833	262026833	35.5%
`job_company_linkedin_id`	272,793,759	272793759	36.9%
`job_company_linkedin_url`	273,150,242	273150242	37.0%
`job_company_location_address_line_2`	13,332,744	13332744	1.8%
`job_company_location_continent`	253,237,009	253237009	34.3%
`job_company_location_country`	253,228,758	253228758	34.3%
`job_company_location_geo`	189,611,343	189611343	25.7%
`job_company_location_locality`	190,865,617	190865617	25.8%
`job_company_location_metro`	89,135,776	89135776	12.1%
`job_company_location_name`	253,237,009	253237009	34.3%
`job_company_location_postal_code`	97,258,203	97258203	13.2%
`job_company_location_region`	218,639,216	218639216	29.6%
`job_company_location_street_address`	101,025,511	101025511	13.7%
`job_company_name`	416,551,561	416551561	56.4%
`job_company_size`	273,150,242	273150242	37.0%
`job_company_ticker`	47,936,056	47936056	6.5%	T
`job_company_twitter_url`	130,798,888	130798888	17.7%
`job_company_type`	273,150,242	273150242	37.0%	T
`job_company_website`	241,767,323	241767323	32.7%
`job_history`	545,703,548	545703548	73.9%	T
`job_history.company_id`	348,051,273	348051273	47.1%	T
`job_history.company_name`	468,962,845	468962845	63.5%	T
`job_history.first_seen`	545,703,548	545703548	73.9%	T
`job_history.last_seen`	545,703,548	545703548	73.9%	T
`job_history.num_sources`	545,703,548	545703548	73.9%	T
`job_history.title`	541,010,851	541010851	73.2%	T
`job_last_updated`	505,298,013	505298013	68.4%
`job_onet_broad_occupation`	223,026,396	223026396	30.2%	T
`job_onet_code`	223,026,396	223026396	30.2%	T
`job_onet_major_group`	223,026,396	223026396	30.2%	T
`job_onet_minor_group`	223,026,396	223026396	30.2%	T
`job_onet_specific_occupation`	223,026,396	223026396	30.2%	T
`job_onet_specific_occupation_detail`	88,063,194	88063194	11.9%	T
`job_start_date`	183,047,859	183047859	24.8%
`job_summary`	44,674,045	44674045	6.0%	T
`job_title`	499,797,327	499797327	67.7%
`job_title_levels`	120,971,184	120971184	16.4%
`job_title_role`	160,264,933	160264933	21.7%
`job_title_sub_role`	93,180,554	93180554	12.6%
`languages`	70,048,352	70048352	9.5%	T
`languages.name`	70,048,352	70048352	9.5%	T
`languages.proficiency`	16,818,351	16818351	2.3%	T
`last_initial`	738,600,555	738600555	100.0%
`last_name`	728,826,653	728826653	98.7%
`linkedin_connections`	499,245,527	499245527	67.6%	T
`linkedin_id`	471,068,675	471068675	63.8%
`linkedin_url`	738,600,555	738600555	100.0%
`linkedin_username`	738,600,555	738600555	100.0%
`location_address_line_2`	4,400,048	4400048	0.6%
`location_continent`	672,072,194	672072194	91.0%
`location_country`	672,056,298	672056298	91.0%
`location_geo`	392,697,651	392697651	53.2%
`location_last_updated`	639,165,554	639165554	86.5%
`location_locality`	407,331,016	407331016	55.1%
`location_metro`	141,638,451	141638451	19.2%
`location_name`	672,072,194	672072194	91.0%
`location_names`	412,035,809	412035809	55.8%
`location_postal_code`	25,770,921	25770921	3.5%
`location_region`	451,228,845	451228845	61.1%
`location_street_address`	25,731,928	25731928	3.5%
`middle_initial`	131,543,783	131543783	17.8%
`middle_name`	118,583,982	118583982	16.1%
`mobile_phone`	17,412,350	17412350	2.4%
`name_aliases`	32,206,836	32206836	4.4%	T
`num_records`	738,600,555	738600555	100.0%	T
`num_sources`	738,600,555	738600555	100.0%	T
`personal_emails`	93,322,020	93322020	12.6%
`phone_numbers`	53,470,968	53470968	7.2%
`phones`	53,470,968	53470968	7.2%	T
`phones.first_seen`	53,470,968	53470968	7.2%	T
`phones.last_seen`	53,470,968	53470968	7.2%	T
`phones.num_sources`	53,470,968	53470968	7.2%	T
`phones.number`	53,470,968	53470968	7.2%	T
`possible_birth_dates`	7,776,084	7776084	1.1%	T
`possible_emails`	64,115,859	64115859	8.7%	T
`possible_emails.address`	64,115,859	64115859	8.7%	T
`possible_emails.first_seen`	64,115,859	64115859	8.7%	T
`possible_emails.last_seen`	64,115,859	64115859	8.7%	T
`possible_emails.num_sources`	64,115,859	64115859	8.7%	T
`possible_emails.type`	52,965,808	52965808	7.2%	T
`possible_location_names`	218,596,864	218596864	29.6%	T
`possible_phones`	16,701,142	16701142	2.3%	T
`possible_phones.first_seen`	16,701,142	16701142	2.3%	T
`possible_phones.last_seen`	16,701,142	16701142	2.3%	T
`possible_phones.num_sources`	16,701,142	16701142	2.3%	T
`possible_phones.number`	16,701,142	16701142	2.3%	T
`possible_profiles`	18,003,212	18003212	2.4%	T
`possible_profiles.first_seen`	18,003,212	18003212	2.4%	T
`possible_profiles.id`	12,229,503	12229503	1.7%	T
`possible_profiles.last_seen`	18,003,212	18003212	2.4%	T
`possible_profiles.network`	18,003,212	18003212	2.4%	T
`possible_profiles.num_sources`	18,003,212	18003212	2.4%	T
`possible_profiles.url`	17,990,516	17990516	2.4%	T
`possible_profiles.username`	17,008,395	17008395	2.3%	T
`possible_street_addresses`	6,238,960	6238960	0.8%	T
`possible_street_addresses.address_line_2`	3,357,314	3357314	0.5%	T
`possible_street_addresses.continent`	6,238,960	6238960	0.8%	T
`possible_street_addresses.country`	6,238,960	6238960	0.8%	T
`possible_street_addresses.first_seen`	6,238,960	6238960	0.8%	T
`possible_street_addresses.geo`	6,217,898	6217898	0.8%	T
`possible_street_addresses.last_seen`	6,238,960	6238960	0.8%	T
`possible_street_addresses.locality`	6,238,960	6238960	0.8%	T
`possible_street_addresses.metro`	5,861,161	5861161	0.8%	T
`possible_street_addresses.name`	6,238,960	6238960	0.8%	T
`possible_street_addresses.num_sources`	6,238,960	6238960	0.8%	T
`possible_street_addresses.postal_code`	6,187,447	6187447	0.8%	T
`possible_street_addresses.region`	6,238,960	6238960	0.8%	T
`possible_street_addresses.street_address`	6,238,960	6238960	0.8%	T
`profiles`	738,600,555	738600555	100.0%
`profiles.first_seen`	738,600,555	738600555	100.0%	T
`profiles.id`	474,854,919	474854919	64.3%
`profiles.last_seen`	738,600,555	738600555	100.0%	T
`profiles.network`	738,600,555	738600555	100.0%
`profiles.num_sources`	738,600,555	738600555	100.0%	T
`profiles.url`	738,600,555	738600555	100.0%
`profiles.username`	738,600,555	738600555	100.0%
`recommended_personal_email`	93,322,020	93322020	12.6%	T
`regions`	455,012,951	455012951	61.6%
`release_version`	0	0	0.0%
`skills`	145,097,136	145097136	19.6%
`street_addresses`	33,600,350	33600350	4.5%
`street_addresses.address_line_2`	15,908,394	15908394	2.2%
`street_addresses.continent`	33,600,350	33600350	4.5%
`street_addresses.country`	33,600,350	33600350	4.5%
`street_addresses.first_seen`	33,600,350	33600350	4.5%	T
`street_addresses.geo`	33,429,890	33429890	4.5%
`street_addresses.last_seen`	33,600,350	33600350	4.5%	T
`street_addresses.locality`	33,600,350	33600350	4.5%
`street_addresses.metro`	31,286,103	31286103	4.2%
`street_addresses.name`	33,600,350	33600350	4.5%
`street_addresses.num_sources`	33,600,350	33600350	4.5%	T
`street_addresses.postal_code`	33,477,969	33477969	4.5%
`street_addresses.region`	33,600,350	33600350	4.5%
`street_addresses.street_address`	33,600,350	33600350	4.5%
`summary`	233,623,613	233623613	31.6%	T
`twitter_url`	9,771,729	9771729	1.3%
`twitter_username`	9,771,729	9771729	1.3%
`work_email`	73,316,141	73316141	9.9%