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`	813,797,256	813797256	100.0%
`activity_score`	757,641,759	757641759	93.1%
`activity_score_factors`	757,641,759	757641759	93.1%
`activity_score_factors.connection_change`	757,641,759	757641759	93.1%
`activity_score_factors.months_since_last_end_resume`	103,533,028	103533028	12.7%
`activity_score_factors.profile_change`	757,641,759	757641759	93.1%
`birth_date`	9,541,025	9541025	1.2%
`birth_year`	15,556,724	15556724	1.9%
`certifications`	68,494,924	68494924	8.4%
`certifications.end_date`	51,740,671	51740671	6.4%
`certifications.name`	68,494,924	68494924	8.4%
`certifications.organization`	67,383,142	67383142	8.3%
`certifications.start_date`	57,760,596	57760596	7.1%
`countries`	800,190,651	800190651	98.3%
`education`	368,568,131	368568131	45.3%
`education.degrees`	178,904,622	178904622	22.0%
`education.end_date`	315,781,563	315781563	38.8%
`education.gpa`	10,845,149	10845149	1.3%
`education.majors`	215,396,323	215396323	26.5%
`education.minors`	1,760,271	1760271	0.2%
`education.raw`	305,683,547	305683547	37.6%
`education.school`	368,066,827	368066827	45.2%
`education.school.domain`	319,624,167	319624167	39.3%
`education.school.facebook_url`	223,450,879	223450879	27.5%
`education.school.id`	328,614,185	328614185	40.4%
`education.school.linkedin_id`	328,614,185	328614185	40.4%
`education.school.linkedin_url`	328,613,648	328613648	40.4%
`education.school.location`	315,580,436	315580436	38.8%
`education.school.location.continent`	315,580,436	315580436	38.8%
`education.school.location.country`	315,580,163	315580163	38.8%
`education.school.location.locality`	302,826,655	302826655	37.2%
`education.school.location.name`	315,580,436	315580436	38.8%
`education.school.location.region`	310,553,348	310553348	38.2%
`education.school.name`	368,028,262	368028262	45.2%
`education.school.raw`	365,633,318	365633318	44.9%
`education.school.twitter_url`	211,773,808	211773808	26.0%
`education.school.type`	354,858,101	354858101	43.6%
`education.school.website`	319,624,167	319624167	39.3%
`education.start_date`	322,677,274	322677274	39.7%
`education.summary`	77,654,050	77654050	9.5%
`emails`	225,171,657	225171657	27.7%
`emails.address`	225,171,657	225171657	27.7%
`emails.first_seen`	225,171,657	225171657	27.7%
`emails.last_seen`	225,171,657	225171657	27.7%
`emails.md5_hash`	225,171,657	225171657	27.7%
`emails.num_sources`	225,171,657	225171657	27.7%
`emails.sha_256_hash`	225,171,657	225171657	27.7%
`emails.type`	205,577,978	205577978	25.3%
`experience`	586,251,730	586251730	72.0%
`experience.company`	556,833,332	556833332	68.4%
`experience.company.facebook_url`	277,892,129	277892129	34.1%
`experience.company.founded`	352,793,657	352793657	43.4%
`experience.company.id`	440,318,664	440318664	54.1%
`experience.company.industry`	426,038,140	426038140	52.4%
`experience.company.industry_v2`	419,575,492	419575492	51.6%
`experience.company.linkedin_id`	440,318,664	440318664	54.1%
`experience.company.linkedin_url`	440,318,664	440318664	54.1%
`experience.company.location`	425,603,985	425603985	52.3%
`experience.company.location.address_line_2`	75,805,519	75805519	9.3%
`experience.company.location.continent`	424,933,526	424933526	52.2%
`experience.company.location.country`	425,601,820	425601820	52.3%
`experience.company.location.geo`	398,596,148	398596148	49.0%
`experience.company.location.locality`	403,523,184	403523184	49.6%
`experience.company.location.metro`	160,838,913	160838913	19.8%
`experience.company.location.name`	425,603,985	425603985	52.3%
`experience.company.location.postal_code`	357,106,814	357106814	43.9%
`experience.company.location.region`	408,324,190	408324190	50.2%
`experience.company.location.street_address`	333,554,048	333554048	41.0%
`experience.company.name`	556,833,332	556833332	68.4%
`experience.company.raw`	556,831,376	556831376	68.4%
`experience.company.size`	440,318,664	440318664	54.1%
`experience.company.ticker`	102,014,157	102014157	12.5%
`experience.company.twitter_url`	231,600,135	231600135	28.5%
`experience.company.type`	440,318,664	440318664	54.1%
`experience.company.website`	404,442,539	404442539	49.7%
`experience.end_date`	256,617,137	256617137	31.5%
`experience.first_seen`	586,251,730	586251730	72.0%
`experience.is_primary`	586,251,730	586251730	72.0%
`experience.last_seen`	586,251,730	586251730	72.0%
`experience.location_names`	245,962,829	245962829	30.2%
`experience.num_sources`	586,251,730	586251730	72.0%
`experience.start_date`	357,946,152	357946152	44.0%
`experience.summary`	173,148,830	173148830	21.3%
`experience.title`	584,172,598	584172598	71.8%
`experience.title.class`	404,165,041	404165041	49.7%
`experience.title.levels`	200,443,774	200443774	24.6%
`experience.title.name`	584,172,598	584172598	71.8%
`experience.title.raw`	584,172,598	584172598	71.8%
`experience.title.role`	404,165,041	404165041	49.7%
`experience.title.sub_role`	348,029,924	348029924	42.8%
`facebook_friends`	6,233,812	6233812	0.8%
`facebook_id`	30,671,097	30671097	3.8%
`facebook_url`	29,748,099	29748099	3.7%
`facebook_username`	29,748,099	29748099	3.7%
`first_name`	813,797,256	813797256	100.0%
`first_seen`	813,797,256	813797256	100.0%
`full_name`	813,797,256	813797256	100.0%
`github_url`	1,250,886	1250886	0.2%
`github_username`	1,250,886	1250886	0.2%
`headline`	261,804,713	261804713	32.2%
`id`	813,797,256	813797256	100.0%
`industry`	433,538,716	433538716	53.3%
`inferred_salary`	277,194,005	277194005	34.1%
`inferred_years_experience`	351,512,499	351512499	43.2%
`interests`	35,135,765	35135765	4.3%
`job_company_12mo_employee_growth_rate`	344,491,266	344491266	42.3%
`job_company_employee_count`	349,588,839	349588839	43.0%
`job_company_facebook_url`	169,153,944	169153944	20.8%
`job_company_founded`	250,258,263	250258263	30.8%
`job_company_id`	349,618,821	349618821	43.0%
`job_company_industry`	333,721,947	333721947	41.0%
`job_company_industry_v2`	328,334,896	328334896	40.3%
`job_company_inferred_revenue`	349,588,839	349588839	43.0%
`job_company_linkedin_id`	349,618,821	349618821	43.0%
`job_company_linkedin_url`	349,618,821	349618821	43.0%
`job_company_location_address_line_2`	30,901,314	30901314	3.8%
`job_company_location_continent`	331,067,013	331067013	40.7%
`job_company_location_country`	331,921,921	331921921	40.8%
`job_company_location_geo`	301,388,247	301388247	37.0%
`job_company_location_locality`	307,496,631	307496631	37.8%
`job_company_location_metro`	101,531,195	101531195	12.5%
`job_company_location_name`	331,926,291	331926291	40.8%
`job_company_location_postal_code`	248,824,136	248824136	30.6%
`job_company_location_region`	313,634,146	313634146	38.5%
`job_company_location_street_address`	227,174,237	227174237	27.9%
`job_company_name`	488,292,510	488292510	60.0%
`job_company_size`	349,618,821	349618821	43.0%
`job_company_ticker`	50,231,760	50231760	6.2%
`job_company_total_funding_raised`	61,405,348	61405348	7.5%
`job_company_twitter_url`	129,846,083	129846083	16.0%
`job_company_type`	349,618,821	349618821	43.0%
`job_company_website`	307,964,858	307964858	37.8%
`job_history`	587,094,368	587094368	72.1%
`job_history.company_id`	446,382,223	446382223	54.9%
`job_history.company_name`	559,331,553	559331553	68.7%
`job_history.first_seen`	587,094,368	587094368	72.1%
`job_history.last_seen`	587,094,368	587094368	72.1%
`job_history.num_sources`	587,094,368	587094368	72.1%
`job_history.title`	585,201,650	585201650	71.9%
`job_last_changed`	519,203,412	519203412	63.8%
`job_last_verified`	519,203,412	519203412	63.8%
`job_onet_broad_occupation`	236,803,532	236803532	29.1%
`job_onet_code`	236,803,532	236803532	29.1%
`job_onet_major_group`	236,803,532	236803532	29.1%
`job_onet_minor_group`	236,803,532	236803532	29.1%
`job_onet_specific_occupation`	236,803,532	236803532	29.1%
`job_onet_specific_occupation_detail`	94,319,496	94319496	11.6%
`job_start_date`	293,742,251	293742251	36.1%
`job_summary`	80,002,302	80002302	9.8%
`job_title`	517,604,068	517604068	63.6%
`job_title_class`	311,668,185	311668185	38.3%
`job_title_levels`	130,647,575	130647575	16.1%
`job_title_role`	311,668,185	311668185	38.3%
`job_title_sub_role`	246,310,858	246310858	30.3%
`languages`	85,886,485	85886485	10.6%
`languages.name`	85,886,485	85886485	10.6%
`languages.proficiency`	54,756,504	54756504	6.7%
`last_initial`	813,797,256	813797256	100.0%
`last_name`	797,226,613	797226613	98.0%
`linkedin_connections`	479,273,241	479273241	58.9%
`linkedin_id`	609,239,066	609239066	74.9%
`linkedin_url`	757,641,759	757641759	93.1%
`linkedin_username`	757,641,759	757641759	93.1%
`location_address_line_2`	3,424,717	3424717	0.4%
`location_continent`	800,203,699	800203699	98.3%
`location_country`	800,161,282	800161282	98.3%
`location_geo`	545,771,945	545771945	67.1%
`location_last_updated`	780,332,510	780332510	95.9%
`location_locality`	558,490,600	558490600	68.6%
`location_metro`	149,121,501	149121501	18.3%
`location_name`	800,203,699	800203699	98.3%
`location_names`	563,892,196	563892196	69.3%
`location_postal_code`	26,327,646	26327646	3.2%
`location_region`	594,296,735	594296735	73.0%
`location_street_address`	27,037,737	27037737	3.3%
`middle_initial`	132,823,630	132823630	16.3%
`middle_name`	119,424,800	119424800	14.7%
`mobile_phone`	58,106,207	58106207	7.1%
`name_aliases`	47,100,378	47100378	5.8%
`num_records`	813,797,256	813797256	100.0%
`num_sources`	813,797,256	813797256	100.0%
`personal_emails`	91,035,575	91035575	11.2%
`phone_numbers`	91,102,487	91102487	11.2%
`phones`	91,102,487	91102487	11.2%
`phones.first_seen`	91,102,487	91102487	11.2%
`phones.last_seen`	91,102,487	91102487	11.2%
`phones.num_sources`	91,102,487	91102487	11.2%
`phones.number`	91,102,487	91102487	11.2%
`possible_birth_dates`	7,846,718	7846718	1.0%
`possible_emails`	71,592,841	71592841	8.8%
`possible_emails.address`	71,592,841	71592841	8.8%
`possible_emails.first_seen`	71,592,841	71592841	8.8%
`possible_emails.last_seen`	71,592,841	71592841	8.8%
`possible_emails.md5_hash`	71,592,841	71592841	8.8%
`possible_emails.num_sources`	71,592,841	71592841	8.8%
`possible_emails.sha_256_hash`	71,592,841	71592841	8.8%
`possible_emails.type`	61,561,366	61561366	7.6%
`possible_location_names`	354,584,320	354584320	43.6%
`possible_phones`	21,529,638	21529638	2.6%
`possible_phones.first_seen`	21,529,638	21529638	2.6%
`possible_phones.last_seen`	21,529,638	21529638	2.6%
`possible_phones.num_sources`	21,529,638	21529638	2.6%
`possible_phones.number`	21,529,638	21529638	2.6%
`possible_profiles`	15,230,491	15230491	1.9%
`possible_profiles.first_seen`	15,230,491	15230491	1.9%
`possible_profiles.id`	10,888,402	10888402	1.3%
`possible_profiles.last_seen`	15,230,491	15230491	1.9%
`possible_profiles.network`	15,230,491	15230491	1.9%
`possible_profiles.num_sources`	15,230,491	15230491	1.9%
`possible_profiles.url`	15,230,491	15230491	1.9%
`possible_profiles.username`	14,395,310	14395310	1.8%
`possible_street_addresses`	9,804,011	9804011	1.2%
`possible_street_addresses.address_line_2`	3,493,348	3493348	0.4%
`possible_street_addresses.continent`	9,804,011	9804011	1.2%
`possible_street_addresses.country`	9,804,011	9804011	1.2%
`possible_street_addresses.first_seen`	9,804,011	9804011	1.2%
`possible_street_addresses.geo`	9,803,854	9803854	1.2%
`possible_street_addresses.last_seen`	9,804,011	9804011	1.2%
`possible_street_addresses.locality`	9,803,963	9803963	1.2%
`possible_street_addresses.metro`	8,919,586	8919586	1.1%
`possible_street_addresses.name`	9,804,011	9804011	1.2%
`possible_street_addresses.num_sources`	9,804,011	9804011	1.2%
`possible_street_addresses.postal_code`	9,768,557	9768557	1.2%
`possible_street_addresses.region`	9,803,984	9803984	1.2%
`possible_street_addresses.street_address`	9,804,011	9804011	1.2%
`profile_score`	813,797,256	813797256	100.0%
`profile_score_factors`	813,797,256	813797256	100.0%
`profile_score_factors.attribute_fill_rate`	813,797,256	813797256	100.0%
`profile_score_factors.has_valid_url`	813,797,256	813797256	100.0%
`profile_score_factors.meets_connection_threshold`	813,797,256	813797256	100.0%
`profile_score_factors.profile_age_months`	813,797,256	813797256	100.0%
`profiles`	813,797,256	813797256	100.0%
`profiles.first_seen`	813,797,256	813797256	100.0%
`profiles.id`	636,554,717	636554717	78.2%
`profiles.last_seen`	813,797,256	813797256	100.0%
`profiles.network`	813,797,256	813797256	100.0%
`profiles.num_sources`	813,797,256	813797256	100.0%
`profiles.url`	813,797,256	813797256	100.0%
`profiles.username`	813,797,256	813797256	100.0%
`recommended_personal_email`	91,033,760	91033760	11.2%
`regions`	602,548,625	602548625	74.0%
`sex`	569,867,056	569867056	70.0%
`skills`	201,225,420	201225420	24.7%
`street_addresses`	35,212,110	35212110	4.3%
`street_addresses.address_line_2`	16,298,724	16298724	2.0%
`street_addresses.continent`	35,212,110	35212110	4.3%
`street_addresses.country`	35,212,110	35212110	4.3%
`street_addresses.first_seen`	35,212,110	35212110	4.3%
`street_addresses.geo`	34,631,544	34631544	4.3%
`street_addresses.last_seen`	35,212,110	35212110	4.3%
`street_addresses.locality`	34,676,939	34676939	4.3%
`street_addresses.metro`	31,171,783	31171783	3.8%
`street_addresses.name`	35,212,110	35212110	4.3%
`street_addresses.num_sources`	35,212,110	35212110	4.3%
`street_addresses.postal_code`	33,184,337	33184337	4.1%
`street_addresses.region`	34,763,818	34763818	4.3%
`street_addresses.street_address`	35,212,110	35212110	4.3%
`summary`	166,086,812	166086812	20.4%
`twitter_url`	12,477,811	12477811	1.5%
`twitter_username`	12,477,811	12477811	1.5%
`work_email`	89,995,711	89995711	11.1%

Stats shown are accurate as of data version 34.2