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`	756,205,994	756205994	100.0%
`birth_date`	9,867,929	9867929	1.3%
`birth_year`	16,365,383	16365383	2.2%
`certifications`	59,415,607	59415607	7.9%
`certifications.end_date`	46,301,302	46301302	6.1%
`certifications.name`	59,415,607	59415607	7.9%
`certifications.organization`	58,225,741	58225741	7.7%
`certifications.start_date`	49,253,982	49253982	6.5%
`countries`	743,651,736	743651736	98.3%
`education`	310,647,850	310647850	41.1%
`education.degrees`	163,263,855	163263855	21.6%
`education.end_date`	267,593,308	267593308	35.4%
`education.gpa`	9,950,273	9950273	1.3%
`education.majors`	198,363,525	198363525	26.2%
`education.minors`	1,586,218	1586218	0.2%
`education.raw`	265,011,920	265011920	35.0%
`education.school`	298,670,147	298670147	39.5%
`education.school.domain`	250,959,251	250959251	33.2%
`education.school.facebook_url`	182,075,891	182075891	24.1%
`education.school.id`	257,552,088	257552088	34.1%
`education.school.linkedin_id`	212,618,093	212618093	28.1%
`education.school.linkedin_url`	256,023,067	256023067	33.9%
`education.school.location`	246,829,545	246829545	32.6%
`education.school.location.continent`	246,829,545	246829545	32.6%
`education.school.location.country`	246,826,387	246826387	32.6%
`education.school.location.locality`	242,981,350	242981350	32.1%
`education.school.location.name`	246,829,545	246829545	32.6%
`education.school.location.region`	245,164,347	245164347	32.4%
`education.school.name`	298,646,720	298646720	39.5%
`education.school.raw`	295,269,565	295269565	39.0%
`education.school.twitter_url`	173,213,040	173213040	22.9%
`education.school.type`	285,199,944	285199944	37.7%
`education.school.website`	250,959,251	250959251	33.2%
`education.start_date`	272,343,783	272343783	36.0%
`education.summary`	60,920,096	60920096	8.1%
`emails`	202,246,556	202246556	26.7%
`emails.address`	202,246,556	202246556	26.7%
`emails.first_seen`	202,246,556	202246556	26.7%
`emails.last_seen`	202,246,556	202246556	26.7%
`emails.num_sources`	202,246,556	202246556	26.7%
`emails.type`	184,594,951	184594951	24.4%
`experience`	543,484,872	543484872	71.9%
`experience.company`	516,426,929	516426929	68.3%
`experience.company.facebook_url`	256,298,088	256298088	33.9%
`experience.company.founded`	318,979,376	318979376	42.2%
`experience.company.id`	394,874,778	394874778	52.2%
`experience.company.industry`	383,001,645	383001645	50.6%
`experience.company.linkedin_id`	394,874,778	394874778	52.2%
`experience.company.linkedin_url`	394,874,778	394874778	52.2%
`experience.company.location`	378,733,725	378733725	50.1%
`experience.company.location.address_line_2`	69,971,558	69971558	9.3%
`experience.company.location.continent`	378,086,727	378086727	50.0%
`experience.company.location.country`	378,724,626	378724626	50.1%
`experience.company.location.geo`	340,267,145	340267145	45.0%
`experience.company.location.locality`	347,136,824	347136824	45.9%
`experience.company.location.metro`	144,219,044	144219044	19.1%
`experience.company.location.name`	378,733,725	378733725	50.1%
`experience.company.location.postal_code`	260,268,906	260268906	34.4%
`experience.company.location.region`	360,281,921	360281921	47.6%
`experience.company.location.street_address`	309,548,414	309548414	40.9%
`experience.company.name`	516,426,929	516426929	68.3%
`experience.company.raw`	516,424,737	516424737	68.3%
`experience.company.size`	394,874,778	394874778	52.2%
`experience.company.ticker`	93,700,316	93700316	12.4%
`experience.company.twitter_url`	250,627,615	250627615	33.1%
`experience.company.type`	394,874,778	394874778	52.2%
`experience.company.website`	364,018,084	364018084	48.1%
`experience.end_date`	240,022,048	240022048	31.7%
`experience.first_seen`	543,484,872	543484872	71.9%
`experience.is_primary`	543,484,872	543484872	71.9%
`experience.last_seen`	543,484,872	543484872	71.9%
`experience.location_names`	227,614,350	227614350	30.1%
`experience.num_sources`	543,484,872	543484872	71.9%
`experience.start_date`	333,229,304	333229304	44.1%
`experience.summary`	154,738,826	154738826	20.5%
`experience.title`	541,562,353	541562353	71.6%
`experience.title.class`	357,062,928	357062928	47.2%
`experience.title.levels`	186,704,525	186704525	24.7%
`experience.title.name`	541,562,353	541562353	71.6%
`experience.title.raw`	541,562,353	541562353	71.6%
`experience.title.role`	357,062,928	357062928	47.2%
`experience.title.sub_role`	312,906,910	312906910	41.4%
`facebook_friends`	6,499,116	6499116	0.9%
`facebook_id`	31,520,730	31520730	4.2%
`facebook_url`	30,589,146	30589146	4.0%
`facebook_username`	30,589,146	30589146	4.0%
`first_name`	756,205,994	756205994	100.0%
`first_seen`	756,205,994	756205994	100.0%
`full_name`	756,205,994	756205994	100.0%
`github_url`	994,980	994980	0.1%
`github_username`	994,980	994980	0.1%
`headline`	74,745,897	74745897	9.9%
`id`	756,205,994	756205994	100.0%
`industry`	402,775,521	402775521	53.3%
`inferred_salary`	257,498,309	257498309	34.1%
`inferred_years_experience`	329,648,680	329648680	43.6%
`interests`	35,623,532	35623532	4.7%
`job_company_12mo_employee_growth_rate`	306,513,981	306513981	40.5%
`job_company_employee_count`	310,792,513	310792513	41.1%
`job_company_facebook_url`	156,668,894	156668894	20.7%
`job_company_founded`	224,975,270	224975270	29.8%
`job_company_id`	310,818,958	310818958	41.1%
`job_company_industry`	298,048,516	298048516	39.4%
`job_company_inferred_revenue`	310,792,513	310792513	41.1%
`job_company_linkedin_id`	310,818,958	310818958	41.1%
`job_company_linkedin_url`	310,818,958	310818958	41.1%
`job_company_location_address_line_2`	28,420,920	28420920	3.8%
`job_company_location_continent`	291,727,136	291727136	38.6%
`job_company_location_country`	292,538,686	292538686	38.7%
`job_company_location_geo`	248,778,492	248778492	32.9%
`job_company_location_locality`	257,444,853	257444853	34.0%
`job_company_location_metro`	89,389,325	89389325	11.8%
`job_company_location_name`	292,552,227	292552227	38.7%
`job_company_location_postal_code`	173,395,022	173395022	22.9%
`job_company_location_region`	273,496,092	273496092	36.2%
`job_company_location_street_address`	214,322,093	214322093	28.3%
`job_company_name`	454,284,035	454284035	60.1%
`job_company_size`	310,818,958	310818958	41.1%
`job_company_ticker`	45,795,139	45795139	6.1%
`job_company_total_funding_raised`	60,855,336	60855336	8.0%
`job_company_twitter_url`	153,460,470	153460470	20.3%
`job_company_type`	310,818,958	310818958	41.1%
`job_company_website`	274,872,755	274872755	36.3%
`job_history`	543,562,013	543562013	71.9%
`job_history.company_id`	398,200,729	398200729	52.7%
`job_history.company_name`	516,833,509	516833509	68.3%
`job_history.first_seen`	543,562,013	543562013	71.9%
`job_history.last_seen`	543,562,013	543562013	71.9%
`job_history.num_sources`	543,562,013	543562013	71.9%
`job_history.title`	541,662,138	541662138	71.6%
`job_last_changed`	483,328,947	483328947	63.9%
`job_last_verified`	483,328,947	483328947	63.9%
`job_onet_broad_occupation`	220,856,953	220856953	29.2%
`job_onet_code`	220,856,953	220856953	29.2%
`job_onet_major_group`	220,856,953	220856953	29.2%
`job_onet_minor_group`	220,856,953	220856953	29.2%
`job_onet_specific_occupation`	220,856,953	220856953	29.2%
`job_onet_specific_occupation_detail`	87,446,707	87446707	11.6%
`job_start_date`	275,203,951	275203951	36.4%
`job_summary`	65,427,843	65427843	8.7%
`job_title`	481,705,148	481705148	63.7%
`job_title_class`	267,779,170	267779170	35.4%
`job_title_levels`	121,643,116	121643116	16.1%
`job_title_role`	267,779,170	267779170	35.4%
`job_title_sub_role`	218,966,414	218966414	29.0%
`languages`	82,255,394	82255394	10.9%
`languages.name`	82,255,394	82255394	10.9%
`languages.proficiency`	22,203,308	22203308	2.9%
`last_initial`	756,205,994	756205994	100.0%
`last_name`	744,395,890	744395890	98.4%
`linkedin_connections`	460,048,011	460048011	60.8%
`linkedin_id`	477,715,033	477715033	63.2%
`linkedin_url`	702,565,809	702565809	92.9%
`linkedin_username`	702,565,809	702565809	92.9%
`location_address_line_2`	3,678,767	3678767	0.5%
`location_continent`	743,664,588	743664588	98.3%
`location_country`	743,610,299	743610299	98.3%
`location_geo`	490,011,221	490011221	64.8%
`location_last_updated`	720,164,165	720164165	95.2%
`location_locality`	503,593,899	503593899	66.6%
`location_metro`	140,387,133	140387133	18.6%
`location_name`	743,664,588	743664588	98.3%
`location_names`	503,593,899	503593899	66.6%
`location_postal_code`	27,647,808	27647808	3.7%
`location_region`	543,230,850	543230850	71.8%
`location_street_address`	27,685,564	27685564	3.7%
`middle_initial`	124,726,863	124726863	16.5%
`middle_name`	111,272,943	111272943	14.7%
`mobile_phone`	56,831,797	56831797	7.5%
`name_aliases`	39,360,794	39360794	5.2%
`num_records`	756,205,994	756205994	100.0%
`num_sources`	756,205,994	756205994	100.0%
`personal_emails`	92,259,162	92259162	12.2%
`phone_numbers`	80,580,367	80580367	10.7%
`phones`	80,580,367	80580367	10.7%
`phones.first_seen`	80,580,367	80580367	10.7%
`phones.last_seen`	80,580,367	80580367	10.7%
`phones.num_sources`	80,580,367	80580367	10.7%
`phones.number`	80,580,367	80580367	10.7%
`possible_birth_dates`	7,986,946	7986946	1.1%
`possible_emails`	74,057,125	74057125	9.8%
`possible_emails.address`	74,057,125	74057125	9.8%
`possible_emails.first_seen`	74,057,125	74057125	9.8%
`possible_emails.last_seen`	74,057,125	74057125	9.8%
`possible_emails.num_sources`	74,057,125	74057125	9.8%
`possible_emails.type`	64,104,889	64104889	8.5%
`possible_location_names`	301,891,585	301891585	39.9%
`possible_phones`	22,708,545	22708545	3.0%
`possible_phones.first_seen`	22,708,545	22708545	3.0%
`possible_phones.last_seen`	22,708,545	22708545	3.0%
`possible_phones.num_sources`	22,708,545	22708545	3.0%
`possible_phones.number`	22,708,545	22708545	3.0%
`possible_profiles`	15,777,781	15777781	2.1%
`possible_profiles.first_seen`	15,777,781	15777781	2.1%
`possible_profiles.id`	11,135,760	11135760	1.5%
`possible_profiles.last_seen`	15,777,781	15777781	2.1%
`possible_profiles.network`	15,777,781	15777781	2.1%
`possible_profiles.num_sources`	15,777,781	15777781	2.1%
`possible_profiles.url`	15,777,781	15777781	2.1%
`possible_profiles.username`	14,919,546	14919546	2.0%
`possible_street_addresses`	10,435,612	10435612	1.4%
`possible_street_addresses.address_line_2`	3,721,482	3721482	0.5%
`possible_street_addresses.continent`	10,435,612	10435612	1.4%
`possible_street_addresses.country`	10,435,610	10435610	1.4%
`possible_street_addresses.first_seen`	10,435,612	10435612	1.4%
`possible_street_addresses.geo`	10,368,092	10368092	1.4%
`possible_street_addresses.last_seen`	10,435,612	10435612	1.4%
`possible_street_addresses.locality`	10,427,215	10427215	1.4%
`possible_street_addresses.metro`	9,475,592	9475592	1.3%
`possible_street_addresses.name`	10,435,612	10435612	1.4%
`possible_street_addresses.num_sources`	10,435,612	10435612	1.4%
`possible_street_addresses.postal_code`	10,398,116	10398116	1.4%
`possible_street_addresses.region`	10,435,415	10435415	1.4%
`possible_street_addresses.street_address`	10,435,612	10435612	1.4%
`profiles`	756,205,994	756205994	100.0%
`profiles.first_seen`	756,205,994	756205994	100.0%
`profiles.id`	505,116,844	505116844	66.8%
`profiles.last_seen`	756,205,994	756205994	100.0%
`profiles.network`	756,205,994	756205994	100.0%
`profiles.num_sources`	756,205,994	756205994	100.0%
`profiles.url`	756,205,994	756205994	100.0%
`profiles.username`	756,205,994	756205994	100.0%
`recommended_personal_email`	92,257,261	92257261	12.2%
`regions`	546,872,847	546872847	72.3%
`sex`	529,808,182	529808182	70.1%
`skills`	137,431,706	137431706	18.2%
`street_addresses`	35,608,384	35608384	4.7%
`street_addresses.address_line_2`	16,948,575	16948575	2.2%
`street_addresses.continent`	35,608,384	35608384	4.7%
`street_addresses.country`	35,608,343	35608343	4.7%
`street_addresses.first_seen`	35,608,384	35608384	4.7%
`street_addresses.geo`	34,569,638	34569638	4.6%
`street_addresses.last_seen`	35,608,384	35608384	4.7%
`street_addresses.locality`	34,759,615	34759615	4.6%
`street_addresses.metro`	31,956,007	31956007	4.2%
`street_addresses.name`	35,608,384	35608384	4.7%
`street_addresses.num_sources`	35,608,384	35608384	4.7%
`street_addresses.postal_code`	34,767,877	34767877	4.6%
`street_addresses.region`	35,550,798	35550798	4.7%
`street_addresses.street_address`	35,608,384	35608384	4.7%
`summary`	142,664,883	142664883	18.9%
`twitter_url`	12,701,290	12701290	1.7%
`twitter_username`	12,701,290	12701290	1.7%
`work_email`	84,134,537	84134537	11.1%

Stats shown are accurate as of data version 30.0