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. 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	Premium Field
`Total`	744,191,278	744191278	100.0%
`birth_date`	8,821,954	8821954	1.2%
`birth_year`	17,194,341	17194341	2.3%
`certifications`	51,207,273	51207273	6.9%	T
`certifications.end_date`	36,789,065	36789065	4.9%	T
`certifications.name`	51,207,273	51207273	6.9%	T
`certifications.organization`	49,382,167	49382167	6.6%	T
`certifications.start_date`	40,953,105	40953105	5.5%	T
`countries`	727,300,953	727300953	97.7%
`education`	293,803,732	293803732	39.5%
`education.degrees`	156,797,783	156797783	21.1%
`education.end_date`	249,928,300	249928300	33.6%
`education.gpa`	8,757,491	8757491	1.2%
`education.majors`	179,725,851	179725851	24.2%
`education.minors`	1,576,567	1576567	0.2%
`education.raw`	250,289,699	250289699	33.6%	T
`education.school`	280,857,300	280857300	37.7%
`education.school.domain`	223,300,115	223300115	30.0%
`education.school.facebook_url`	163,856,667	163856667	22.0%
`education.school.id`	228,631,839	228631839	30.7%
`education.school.linkedin_id`	226,242,365	226242365	30.4%
`education.school.linkedin_url`	228,279,217	228279217	30.7%
`education.school.location`	219,469,983	219469983	29.5%
`education.school.location.continent`	219,469,983	219469983	29.5%
`education.school.location.country`	219,458,475	219458475	29.5%
`education.school.location.locality`	157,289,130	157289130	21.1%
`education.school.location.name`	219,469,983	219469983	29.5%
`education.school.location.region`	77,224,022	77224022	10.4%
`education.school.name`	280,848,730	280848730	37.7%
`education.school.raw`	279,771,206	279771206	37.6%	T
`education.school.twitter_url`	155,663,330	155663330	20.9%
`education.school.type`	266,654,146	266654146	35.8%
`education.school.website`	223,300,115	223300115	30.0%
`education.start_date`	253,176,062	253176062	34.0%
`education.summary`	49,868,050	49868050	6.7%	T
`emails`	205,590,045	205590045	27.6%
`emails.address`	205,590,045	205590045	27.6%
`emails.first_seen`	205,590,045	205590045	27.6%	T
`emails.last_seen`	205,590,045	205590045	27.6%	T
`emails.num_sources`	205,590,045	205590045	27.6%	T
`emails.type`	187,068,837	187068837	25.1%
`experience`	531,738,155	531738155	71.5%
`experience.company`	498,571,884	498571884	67.0%
`experience.company.facebook_url`	241,784,194	241784194	32.5%
`experience.company.founded`	303,433,050	303433050	40.8%
`experience.company.id`	378,262,730	378262730	50.8%
`experience.company.industry`	360,799,292	360799292	48.5%
`experience.company.linkedin_id`	377,491,043	377491043	50.7%
`experience.company.linkedin_url`	378,262,730	378262730	50.8%
`experience.company.location`	361,768,705	361768705	48.6%
`experience.company.location.address_line_2`	36,171,379	36171379	4.9%
`experience.company.location.continent`	361,768,705	361768705	48.6%
`experience.company.location.country`	361,763,673	361763673	48.6%
`experience.company.location.geo`	298,667,088	298667088	40.1%
`experience.company.location.locality`	296,839,978	296839978	39.9%
`experience.company.location.metro`	142,823,854	142823854	19.2%
`experience.company.location.name`	361,768,705	361768705	48.6%
`experience.company.location.postal_code`	153,831,519	153831519	20.7%
`experience.company.location.region`	324,768,093	324768093	43.6%
`experience.company.location.street_address`	170,624,777	170624777	22.9%
`experience.company.name`	498,571,884	498571884	67.0%
`experience.company.raw`	498,366,162	498366162	67.0%	T
`experience.company.size`	378,262,730	378262730	50.8%
`experience.company.ticker`	95,397,883	95397883	12.8%	T
`experience.company.twitter_url`	239,779,577	239779577	32.2%
`experience.company.type`	378,262,730	378262730	50.8%	T
`experience.company.website`	348,505,947	348505947	46.8%
`experience.end_date`	226,896,133	226896133	30.5%
`experience.first_seen`	531,738,155	531738155	71.5%	T
`experience.is_primary`	531,738,155	531738155	71.5%
`experience.last_seen`	531,738,155	531738155	71.5%	T
`experience.location_names`	178,234,872	178234872	24.0%
`experience.num_sources`	531,738,155	531738155	71.5%	T
`experience.start_date`	317,636,064	317636064	42.7%
`experience.summary`	135,157,793	135157793	18.2%	T
`experience.title`	529,577,239	529577239	71.2%
`experience.title.levels`	179,943,388	179943388	24.2%
`experience.title.name`	529,577,239	529577239	71.2%
`experience.title.raw`	529,577,239	529577239	71.2%	T
`experience.title.role`	238,022,915	238022915	32.0%
`experience.title.sub_role`	164,224,595	164224595	22.1%
`facebook_friends`	6,605,056	6605056	0.9%	T
`facebook_id`	31,890,869	31890869	4.3%
`facebook_url`	30,812,575	30812575	4.1%
`facebook_username`	30,812,575	30812575	4.1%
`first_name`	744,191,278	744191278	100.0%
`first_seen`	744,191,278	744191278	100.0%	T
`full_name`	744,191,278	744191278	100.0%
`github_url`	1,017,181	1017181	0.1%
`github_username`	1,017,181	1017181	0.1%
`id`	744,191,278	744191278	100.0%
`industry`	407,814,290	407814290	54.8%
`inferred_salary`	252,702,443	252702443	34.0%	T
`inferred_years_experience`	313,117,783	313117783	42.1%	T
`interests`	35,111,879	35111879	4.7%
`job_company_12mo_employee_growth_rate`	294,350,269	294350269	39.6%
`job_company_employee_count`	298,439,508	298439508	40.1%
`job_company_facebook_url`	149,241,322	149241322	20.1%
`job_company_founded`	215,448,326	215448326	29.0%
`job_company_id`	298,439,508	298439508	40.1%
`job_company_industry`	275,345,281	275345281	37.0%
`job_company_inferred_revenue`	298,439,508	298439508	40.1%
`job_company_linkedin_id`	297,478,364	297478364	40.0%
`job_company_linkedin_url`	298,439,508	298439508	40.1%
`job_company_location_address_line_2`	14,628,098	14628098	2.0%
`job_company_location_continent`	280,441,942	280441942	37.7%
`job_company_location_country`	280,433,980	280433980	37.7%
`job_company_location_geo`	208,165,732	208165732	28.0%
`job_company_location_locality`	207,845,434	207845434	27.9%
`job_company_location_metro`	90,456,241	90456241	12.2%
`job_company_location_name`	280,441,942	280441942	37.7%
`job_company_location_postal_code`	98,789,219	98789219	13.3%
`job_company_location_region`	237,403,516	237403516	31.9%
`job_company_location_street_address`	106,116,940	106116940	14.3%
`job_company_name`	438,946,781	438946781	59.0%
`job_company_size`	298,439,508	298439508	40.1%
`job_company_ticker`	47,044,362	47044362	6.3%	T
`job_company_total_funding_raised`	50,611,100	50611100	6.8%
`job_company_twitter_url`	149,239,264	149239264	20.1%
`job_company_type`	298,439,508	298439508	40.1%	T
`job_company_website`	264,322,033	264322033	35.5%
`job_history`	531,834,174	531834174	71.5%	T
`job_history.company_id`	381,967,843	381967843	51.3%	T
`job_history.company_name`	499,057,236	499057236	67.1%	T
`job_history.first_seen`	531,834,174	531834174	71.5%	T
`job_history.last_seen`	531,834,174	531834174	71.5%	T
`job_history.num_sources`	531,834,174	531834174	71.5%	T
`job_history.title`	529,874,392	529874392	71.2%	T
`job_last_changed`	475,160,184	475160184	63.8%	T
`job_last_updated`	475,160,184	475160184	63.8%
`job_last_verified`	475,160,184	475160184	63.8%	T
`job_onet_broad_occupation`	218,384,865	218384865	29.3%	T
`job_onet_code`	218,384,865	218384865	29.3%	T
`job_onet_major_group`	218,384,865	218384865	29.3%	T
`job_onet_minor_group`	218,384,865	218384865	29.3%	T
`job_onet_specific_occupation`	218,384,865	218384865	29.3%	T
`job_onet_specific_occupation_detail`	86,072,018	86072018	11.6%	T
`job_start_date`	262,856,111	262856111	35.3%
`job_summary`	60,492,588	60492588	8.1%	T
`job_title`	473,393,543	473393543	63.6%
`job_title_levels`	119,196,530	119196530	16.0%
`job_title_role`	156,711,146	156711146	21.1%
`job_title_sub_role`	91,239,617	91239617	12.3%
`languages`	79,755,824	79755824	10.7%	T
`languages.name`	79,755,824	79755824	10.7%	T
`languages.proficiency`	21,938,516	21938516	2.9%	T
`last_initial`	744,191,278	744191278	100.0%
`last_name`	732,700,925	732700925	98.5%
`linkedin_connections`	514,365,352	514365352	69.1%	T
`linkedin_id`	503,183,917	503183917	67.6%
`linkedin_url`	744,174,878	744174878	100.0%
`linkedin_username`	744,174,878	744174878	100.0%
`location_address_line_2`	4,739,352	4739352	0.6%
`location_continent`	727,302,519	727302519	97.7%
`location_country`	727,289,972	727289972	97.7%
`location_geo`	435,637,665	435637665	58.5%
`location_last_updated`	702,836,850	702836850	94.4%
`location_locality`	438,925,781	438925781	59.0%
`location_metro`	141,887,254	141887254	19.1%
`location_name`	727,302,519	727302519	97.7%
`location_names`	443,733,179	443733179	59.6%
`location_postal_code`	27,433,511	27433511	3.7%
`location_region`	495,603,866	495603866	66.6%
`location_street_address`	27,412,284	27412284	3.7%
`middle_initial`	124,003,465	124003465	16.7%
`middle_name`	110,408,105	110408105	14.8%
`mobile_phone`	53,088,015	53088015	7.1%
`name_aliases`	28,268,384	28268384	3.8%	T
`num_records`	744,191,278	744191278	100.0%	T
`num_sources`	744,191,278	744191278	100.0%	T
`personal_emails`	94,986,495	94986495	12.8%
`phone_numbers`	69,139,249	69139249	9.3%
`phones`	69,139,249	69139249	9.3%	T
`phones.first_seen`	69,139,249	69139249	9.3%	T
`phones.last_seen`	69,139,249	69139249	9.3%	T
`phones.num_sources`	69,139,249	69139249	9.3%	T
`phones.number`	69,139,249	69139249	9.3%	T
`possible_birth_dates`	8,896,075	8896075	1.2%	T
`possible_emails`	61,458,004	61458004	8.3%	T
`possible_emails.address`	61,458,004	61458004	8.3%	T
`possible_emails.first_seen`	61,458,004	61458004	8.3%	T
`possible_emails.last_seen`	61,458,004	61458004	8.3%	T
`possible_emails.num_sources`	61,458,004	61458004	8.3%	T
`possible_emails.type`	50,670,714	50670714	6.8%	T
`possible_location_names`	280,569,972	280569972	37.7%	T
`possible_phones`	27,545,744	27545744	3.7%	T
`possible_phones.first_seen`	27,545,744	27545744	3.7%	T
`possible_phones.last_seen`	27,545,744	27545744	3.7%	T
`possible_phones.num_sources`	27,545,744	27545744	3.7%	T
`possible_phones.number`	27,545,744	27545744	3.7%	T
`possible_profiles`	17,604,925	17604925	2.4%	T
`possible_profiles.first_seen`	17,604,925	17604925	2.4%	T
`possible_profiles.id`	11,484,067	11484067	1.5%	T
`possible_profiles.last_seen`	17,604,925	17604925	2.4%	T
`possible_profiles.network`	17,604,925	17604925	2.4%	T
`possible_profiles.num_sources`	17,604,925	17604925	2.4%	T
`possible_profiles.url`	17,594,180	17594180	2.4%	T
`possible_profiles.username`	16,668,140	16668140	2.2%	T
`possible_street_addresses`	10,944,329	10944329	1.5%	T
`possible_street_addresses.address_line_2`	3,835,176	3835176	0.5%	T
`possible_street_addresses.continent`	10,944,329	10944329	1.5%	T
`possible_street_addresses.country`	10,944,329	10944329	1.5%	T
`possible_street_addresses.first_seen`	10,944,329	10944329	1.5%	T
`possible_street_addresses.geo`	10,912,260	10912260	1.5%	T
`possible_street_addresses.last_seen`	10,944,329	10944329	1.5%	T
`possible_street_addresses.locality`	10,944,329	10944329	1.5%	T
`possible_street_addresses.metro`	9,989,474	9989474	1.3%	T
`possible_street_addresses.name`	10,944,329	10944329	1.5%	T
`possible_street_addresses.num_sources`	10,944,329	10944329	1.5%	T
`possible_street_addresses.postal_code`	10,896,810	10896810	1.5%	T
`possible_street_addresses.region`	10,944,329	10944329	1.5%	T
`possible_street_addresses.street_address`	10,944,329	10944329	1.5%	T
`profiles`	744,191,278	744191278	100.0%
`profiles.first_seen`	744,191,278	744191278	100.0%	T
`profiles.id`	506,390,178	506390178	68.0%
`profiles.last_seen`	744,191,278	744191278	100.0%	T
`profiles.network`	744,191,278	744191278	100.0%
`profiles.num_sources`	744,191,278	744191278	100.0%	T
`profiles.url`	744,191,278	744191278	100.0%
`profiles.username`	744,191,278	744191278	100.0%
`recommended_personal_email`	94,981,706	94981706	12.8%
`regions`	499,859,286	499859286	67.2%
`sex`	518,999,523	518999523	69.7%
`skills`	146,490,466	146490466	19.7%
`street_addresses`	35,879,026	35879026	4.8%
`street_addresses.address_line_2`	16,784,386	16784386	2.3%
`street_addresses.continent`	35,879,026	35879026	4.8%
`street_addresses.country`	35,879,026	35879026	4.8%
`street_addresses.first_seen`	35,879,026	35879026	4.8%	T
`street_addresses.geo`	35,729,566	35729566	4.8%
`street_addresses.last_seen`	35,879,026	35879026	4.8%	T
`street_addresses.locality`	35,879,026	35879026	4.8%
`street_addresses.metro`	33,451,029	33451029	4.5%
`street_addresses.name`	35,879,026	35879026	4.8%
`street_addresses.num_sources`	35,879,026	35879026	4.8%	T
`street_addresses.postal_code`	35,772,933	35772933	4.8%
`street_addresses.region`	35,879,026	35879026	4.8%
`street_addresses.street_address`	35,879,026	35879026	4.8%
`summary`	116,937,533	116937533	15.7%	T
`twitter_url`	10,345,484	10345484	1.4%
`twitter_username`	10,345,484	10345484	1.4%
`work_email`	86,794,431	86794431	11.7%

Stats shown are accurate as of data version 26.0