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`	785,976,953	785976953	100.0%
`birth_date`	9,830,395	9830395	1.3%
`birth_year`	16,009,764	16009764	2.0%
`certifications`	64,256,067	64256067	8.2%
`certifications.end_date`	51,372,165	51372165	6.5%
`certifications.name`	64,256,067	64256067	8.2%
`certifications.organization`	63,161,294	63161294	8.0%
`certifications.start_date`	54,037,244	54037244	6.9%
`countries`	775,673,194	775673194	98.7%
`education`	345,997,159	345997159	44.0%
`education.degrees`	171,823,220	171823220	21.9%
`education.end_date`	297,195,186	297195186	37.8%
`education.gpa`	10,891,961	10891961	1.4%
`education.majors`	209,221,808	209221808	26.6%
`education.minors`	1,675,647	1675647	0.2%
`education.raw`	288,965,111	288965111	36.8%
`education.school`	342,792,236	342792236	43.6%
`education.school.domain`	318,364,853	318364853	40.5%
`education.school.facebook_url`	226,240,997	226240997	28.8%
`education.school.id`	326,032,588	326032588	41.5%
`education.school.linkedin_id`	326,032,588	326032588	41.5%
`education.school.linkedin_url`	326,032,588	326032588	41.5%
`education.school.location`	311,041,451	311041451	39.6%
`education.school.location.continent`	311,041,451	311041451	39.6%
`education.school.location.country`	311,036,681	311036681	39.6%
`education.school.location.locality`	301,685,446	301685446	38.4%
`education.school.location.name`	311,041,451	311041451	39.6%
`education.school.location.region`	308,742,894	308742894	39.3%
`education.school.name`	342,760,998	342760998	43.6%
`education.school.raw`	342,792,236	342792236	43.6%
`education.school.twitter_url`	214,568,178	214568178	27.3%
`education.school.type`	337,038,353	337038353	42.9%
`education.school.website`	318,364,853	318364853	40.5%
`education.start_date`	303,415,673	303415673	38.6%
`education.summary`	67,969,184	67969184	8.6%
`emails`	200,761,468	200761468	25.5%
`emails.address`	200,761,468	200761468	25.5%
`emails.first_seen`	200,761,468	200761468	25.5%
`emails.last_seen`	200,761,468	200761468	25.5%
`emails.num_sources`	200,761,468	200761468	25.5%
`emails.type`	183,276,661	183276661	23.3%
`experience`	565,184,391	565184391	71.9%
`experience.company`	537,739,836	537739836	68.4%
`experience.company.facebook_url`	270,325,341	270325341	34.4%
`experience.company.founded`	338,599,413	338599413	43.1%
`experience.company.id`	424,516,935	424516935	54.0%
`experience.company.industry`	409,274,223	409274223	52.1%
`experience.company.linkedin_id`	424,516,935	424516935	54.0%
`experience.company.linkedin_url`	424,516,935	424516935	54.0%
`experience.company.location`	408,945,134	408945134	52.0%
`experience.company.location.address_line_2`	75,426,370	75426370	9.6%
`experience.company.location.continent`	408,300,454	408300454	51.9%
`experience.company.location.country`	408,943,082	408943082	52.0%
`experience.company.location.geo`	372,518,200	372518200	47.4%
`experience.company.location.locality`	378,940,365	378940365	48.2%
`experience.company.location.metro`	154,021,605	154021605	19.6%
`experience.company.location.name`	408,945,134	408945134	52.0%
`experience.company.location.postal_code`	343,504,362	343504362	43.7%
`experience.company.location.region`	388,425,072	388425072	49.4%
`experience.company.location.street_address`	324,650,860	324650860	41.3%
`experience.company.name`	537,729,404	537729404	68.4%
`experience.company.raw`	537,737,687	537737687	68.4%
`experience.company.size`	424,516,935	424516935	54.0%
`experience.company.ticker`	100,804,065	100804065	12.8%
`experience.company.twitter_url`	261,188,994	261188994	33.2%
`experience.company.type`	424,516,935	424516935	54.0%
`experience.company.website`	389,307,415	389307415	49.5%
`experience.end_date`	250,980,228	250980228	31.9%
`experience.first_seen`	565,184,391	565184391	71.9%
`experience.is_primary`	565,184,391	565184391	71.9%
`experience.last_seen`	565,184,391	565184391	71.9%
`experience.location_names`	222,719,216	222719216	28.3%
`experience.num_sources`	565,184,391	565184391	71.9%
`experience.start_date`	346,727,155	346727155	44.1%
`experience.summary`	166,518,154	166518154	21.2%
`experience.title`	563,266,702	563266702	71.7%
`experience.title.class`	374,301,878	374301878	47.6%
`experience.title.levels`	194,798,274	194798274	24.8%
`experience.title.name`	563,266,702	563266702	71.7%
`experience.title.raw`	563,266,702	563266702	71.7%
`experience.title.role`	374,301,878	374301878	47.6%
`experience.title.sub_role`	329,362,610	329362610	41.9%
`facebook_friends`	6,373,656	6373656	0.8%
`facebook_id`	31,119,418	31119418	4.0%
`facebook_url`	30,179,016	30179016	3.8%
`facebook_username`	30,179,016	30179016	3.8%
`first_name`	785,976,953	785976953	100.0%
`first_seen`	785,976,953	785976953	100.0%
`full_name`	785,976,953	785976953	100.0%
`github_url`	976,350	976350	0.1%
`github_username`	976,350	976350	0.1%
`headline`	109,712,178	109712178	14.0%
`id`	785,976,953	785976953	100.0%
`industry`	408,035,182	408035182	51.9%
`inferred_salary`	267,647,931	267647931	34.1%
`inferred_years_experience`	342,693,845	342693845	43.6%
`interests`	35,579,522	35579522	4.5%
`job_company_12mo_employee_growth_rate`	331,029,015	331029015	42.1%
`job_company_employee_count`	335,996,156	335996156	42.7%
`job_company_facebook_url`	164,206,156	164206156	20.9%
`job_company_founded`	238,955,084	238955084	30.4%
`job_company_id`	336,023,718	336023718	42.8%
`job_company_industry`	317,777,494	317777494	40.4%
`job_company_inferred_revenue`	335,996,156	335996156	42.7%
`job_company_linkedin_id`	336,023,718	336023718	42.8%
`job_company_linkedin_url`	336,023,718	336023718	42.8%
`job_company_location_address_line_2`	30,578,506	30578506	3.9%
`job_company_location_continent`	316,603,404	316603404	40.3%
`job_company_location_country`	317,433,119	317433119	40.4%
`job_company_location_geo`	276,343,071	276343071	35.2%
`job_company_location_locality`	283,985,318	283985318	36.1%
`job_company_location_metro`	96,043,577	96043577	12.2%
`job_company_location_name`	317,437,306	317437306	40.4%
`job_company_location_postal_code`	238,194,046	238194046	30.3%
`job_company_location_region`	295,927,300	295927300	37.7%
`job_company_location_street_address`	220,886,249	220886249	28.1%
`job_company_name`	471,304,669	471304669	60.0%
`job_company_size`	336,023,718	336023718	42.8%
`job_company_ticker`	49,247,739	49247739	6.3%
`job_company_total_funding_raised`	66,846,568	66846568	8.5%
`job_company_twitter_url`	158,159,573	158159573	20.1%
`job_company_type`	336,023,718	336023718	42.8%
`job_company_website`	294,960,856	294960856	37.5%
`job_history`	565,269,351	565269351	71.9%
`job_history.company_id`	427,748,924	427748924	54.4%
`job_history.company_name`	538,146,104	538146104	68.5%
`job_history.first_seen`	565,269,351	565269351	71.9%
`job_history.last_seen`	565,269,351	565269351	71.9%
`job_history.num_sources`	565,269,351	565269351	71.9%
`job_history.title`	563,374,317	563374317	71.7%
`job_last_changed`	500,863,935	500863935	63.7%
`job_last_verified`	500,863,935	500863935	63.7%
`job_onet_broad_occupation`	228,559,605	228559605	29.1%
`job_onet_code`	228,559,605	228559605	29.1%
`job_onet_major_group`	228,559,605	228559605	29.1%
`job_onet_minor_group`	228,559,605	228559605	29.1%
`job_onet_specific_occupation`	228,559,605	228559605	29.1%
`job_onet_specific_occupation_detail`	90,874,127	90874127	11.6%
`job_start_date`	284,522,968	284522968	36.2%
`job_summary`	75,847,520	75847520	9.7%
`job_title`	499,209,664	499209664	63.5%
`job_title_class`	279,342,440	279342440	35.5%
`job_title_levels`	125,963,521	125963521	16.0%
`job_title_role`	279,342,440	279342440	35.5%
`job_title_sub_role`	227,580,151	227580151	29.0%
`languages`	84,374,079	84374079	10.7%
`languages.name`	84,374,079	84374079	10.7%
`languages.proficiency`	23,705,108	23705108	3.0%
`last_initial`	785,976,953	785976953	100.0%
`last_name`	773,051,938	773051938	98.4%
`linkedin_connections`	472,981,436	472981436	60.2%
`linkedin_id`	519,260,749	519260749	66.1%
`linkedin_url`	729,532,676	729532676	92.8%
`linkedin_username`	729,532,676	729532676	92.8%
`location_address_line_2`	3,544,832	3544832	0.5%
`location_continent`	775,685,964	775685964	98.7%
`location_country`	775,644,189	775644189	98.7%
`location_geo`	517,944,474	517944474	65.9%
`location_last_updated`	754,688,499	754688499	96.0%
`location_locality`	530,306,372	530306372	67.5%
`location_metro`	146,734,990	146734990	18.7%
`location_name`	775,685,964	775685964	98.7%
`location_names`	535,480,378	535480378	68.1%
`location_postal_code`	27,205,658	27205658	3.5%
`location_region`	568,573,711	568573711	72.3%
`location_street_address`	27,389,791	27389791	3.5%
`middle_initial`	126,959,951	126959951	16.2%
`middle_name`	113,481,313	113481313	14.4%
`mobile_phone`	55,694,627	55694627	7.1%
`name_aliases`	42,066,932	42066932	5.4%
`num_records`	785,976,953	785976953	100.0%
`num_sources`	785,976,953	785976953	100.0%
`personal_emails`	91,579,777	91579777	11.7%
`phone_numbers`	78,923,871	78923871	10.0%
`phones`	78,923,871	78923871	10.0%
`phones.first_seen`	78,923,871	78923871	10.0%
`phones.last_seen`	78,923,871	78923871	10.0%
`phones.num_sources`	78,923,871	78923871	10.0%
`phones.number`	78,923,871	78923871	10.0%
`possible_birth_dates`	8,067,431	8067431	1.0%
`possible_emails`	73,107,790	73107790	9.3%
`possible_emails.address`	73,107,790	73107790	9.3%
`possible_emails.first_seen`	73,107,790	73107790	9.3%
`possible_emails.last_seen`	73,107,790	73107790	9.3%
`possible_emails.num_sources`	73,107,790	73107790	9.3%
`possible_emails.type`	63,369,437	63369437	8.1%
`possible_location_names`	341,170,085	341170085	43.4%
`possible_phones`	22,259,048	22259048	2.8%
`possible_phones.first_seen`	22,259,048	22259048	2.8%
`possible_phones.last_seen`	22,259,048	22259048	2.8%
`possible_phones.num_sources`	22,259,048	22259048	2.8%
`possible_phones.number`	22,259,048	22259048	2.8%
`possible_profiles`	15,516,933	15516933	2.0%
`possible_profiles.first_seen`	15,516,933	15516933	2.0%
`possible_profiles.id`	11,019,436	11019436	1.4%
`possible_profiles.last_seen`	15,516,933	15516933	2.0%
`possible_profiles.network`	15,516,933	15516933	2.0%
`possible_profiles.num_sources`	15,516,933	15516933	2.0%
`possible_profiles.url`	15,516,933	15516933	2.0%
`possible_profiles.username`	14,668,739	14668739	1.9%
`possible_street_addresses`	10,150,409	10150409	1.3%
`possible_street_addresses.address_line_2`	3,654,064	3654064	0.5%
`possible_street_addresses.continent`	10,150,409	10150409	1.3%
`possible_street_addresses.country`	10,150,407	10150407	1.3%
`possible_street_addresses.first_seen`	10,150,409	10150409	1.3%
`possible_street_addresses.geo`	10,148,830	10148830	1.3%
`possible_street_addresses.last_seen`	10,150,409	10150409	1.3%
`possible_street_addresses.locality`	10,149,002	10149002	1.3%
`possible_street_addresses.metro`	9,225,760	9225760	1.2%
`possible_street_addresses.name`	10,150,409	10150409	1.3%
`possible_street_addresses.num_sources`	10,150,409	10150409	1.3%
`possible_street_addresses.postal_code`	10,112,407	10112407	1.3%
`possible_street_addresses.region`	10,149,975	10149975	1.3%
`possible_street_addresses.street_address`	10,150,409	10150409	1.3%
`profiles`	785,976,953	785976953	100.0%
`profiles.first_seen`	785,976,953	785976953	100.0%
`profiles.id`	546,960,396	546960396	69.6%
`profiles.last_seen`	785,976,953	785976953	100.0%
`profiles.network`	785,976,953	785976953	100.0%
`profiles.num_sources`	785,976,953	785976953	100.0%
`profiles.url`	785,976,953	785976953	100.0%
`profiles.username`	785,976,953	785976953	100.0%
`recommended_personal_email`	91,578,112	91578112	11.7%
`regions`	576,787,258	576787258	73.4%
`sex`	550,643,456	550643456	70.1%
`skills`	136,931,068	136931068	17.4%
`street_addresses`	36,391,987	36391987	4.6%
`street_addresses.address_line_2`	16,704,143	16704143	2.1%
`street_addresses.continent`	36,391,987	36391987	4.6%
`street_addresses.country`	36,391,871	36391871	4.6%
`street_addresses.first_seen`	36,391,987	36391987	4.6%
`street_addresses.geo`	34,873,185	34873185	4.4%
`street_addresses.last_seen`	36,391,987	36391987	4.6%
`street_addresses.locality`	34,909,946	34909946	4.4%
`street_addresses.metro`	31,726,722	31726722	4.0%
`street_addresses.name`	36,391,987	36391987	4.6%
`street_addresses.num_sources`	36,391,987	36391987	4.6%
`street_addresses.postal_code`	33,968,844	33968844	4.3%
`street_addresses.region`	35,643,339	35643339	4.5%
`street_addresses.street_address`	36,391,987	36391987	4.6%
`summary`	157,928,739	157928739	20.1%
`twitter_url`	12,541,084	12541084	1.6%
`twitter_username`	12,541,084	12541084	1.6%
`work_email`	74,415,166	74415166	9.5%

Stats shown are accurate as of data version 32.1