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`	812,419,754	812419754	100.0%
`activity_score`	756,548,575	756548575	93.1%
`activity_score_factors`	756,548,575	756548575	93.1%
`activity_score_factors.connection_change`	756,548,575	756548575	93.1%
`activity_score_factors.months_since_last_end_resume`	103,474,896	103474896	12.7%
`activity_score_factors.profile_change`	756,548,575	756548575	93.1%
`birth_date`	9,555,704	9555704	1.2%
`birth_year`	15,576,881	15576881	1.9%
`certifications`	68,308,729	68308729	8.4%
`certifications.end_date`	51,669,265	51669265	6.4%
`certifications.name`	68,308,729	68308729	8.4%
`certifications.organization`	67,197,365	67197365	8.3%
`certifications.start_date`	57,538,542	57538542	7.1%
`countries`	799,325,253	799325253	98.4%
`education`	368,275,568	368275568	45.3%
`education.degrees`	178,717,127	178717127	22.0%
`education.end_date`	315,528,917	315528917	38.8%
`education.gpa`	10,853,223	10853223	1.3%
`education.majors`	215,210,237	215210237	26.5%
`education.minors`	1,757,149	1757149	0.2%
`education.raw`	305,413,395	305413395	37.6%
`education.school`	367,774,263	367774263	45.3%
`education.school.domain`	319,368,125	319368125	39.3%
`education.school.facebook_url`	223,277,765	223277765	27.5%
`education.school.id`	328,353,619	328353619	40.4%
`education.school.linkedin_id`	328,353,619	328353619	40.4%
`education.school.linkedin_url`	328,353,084	328353084	40.4%
`education.school.location`	315,328,391	315328391	38.8%
`education.school.location.continent`	315,328,391	315328391	38.8%
`education.school.location.country`	315,328,118	315328118	38.8%
`education.school.location.locality`	302,595,925	302595925	37.2%
`education.school.location.name`	315,328,391	315328391	38.8%
`education.school.location.region`	310,306,850	310306850	38.2%
`education.school.name`	367,735,702	367735702	45.3%
`education.school.raw`	365,298,511	365298511	45.0%
`education.school.twitter_url`	211,611,294	211611294	26.0%
`education.school.type`	354,573,334	354573334	43.6%
`education.school.website`	319,368,125	319368125	39.3%
`education.start_date`	322,433,638	322433638	39.7%
`education.summary`	77,697,023	77697023	9.6%
`emails`	225,244,855	225244855	27.7%
`emails.address`	225,244,855	225244855	27.7%
`emails.first_seen`	225,244,855	225244855	27.7%
`emails.last_seen`	225,244,855	225244855	27.7%
`emails.md5_hash`	225,244,855	225244855	27.7%
`emails.num_sources`	225,244,855	225244855	27.7%
`emails.sha_256_hash`	225,244,855	225244855	27.7%
`emails.type`	205,279,524	205279524	25.3%
`experience`	585,372,275	585372275	72.1%
`experience.company`	556,017,084	556017084	68.4%
`experience.company.facebook_url`	277,009,016	277009016	34.1%
`experience.company.founded`	349,269,473	349269473	43.0%
`experience.company.id`	439,302,258	439302258	54.1%
`experience.company.industry`	422,916,684	422916684	52.1%
`experience.company.industry_v2`	407,963,526	407963526	50.2%
`experience.company.linkedin_id`	439,302,258	439302258	54.1%
`experience.company.linkedin_url`	439,302,258	439302258	54.1%
`experience.company.location`	422,252,107	422252107	52.0%
`experience.company.location.address_line_2`	75,844,177	75844177	9.3%
`experience.company.location.continent`	421,580,234	421580234	51.9%
`experience.company.location.country`	422,249,961	422249961	52.0%
`experience.company.location.geo`	394,790,083	394790083	48.6%
`experience.company.location.locality`	399,738,480	399738480	49.2%
`experience.company.location.metro`	160,110,741	160110741	19.7%
`experience.company.location.name`	422,252,107	422252107	52.0%
`experience.company.location.postal_code`	352,024,539	352024539	43.3%
`experience.company.location.region`	404,667,970	404667970	49.8%
`experience.company.location.street_address`	330,627,072	330627072	40.7%
`experience.company.name`	556,017,084	556017084	68.4%
`experience.company.raw`	556,015,129	556015129	68.4%
`experience.company.size`	439,302,258	439302258	54.1%
`experience.company.ticker`	102,405,725	102405725	12.6%
`experience.company.twitter_url`	230,695,142	230695142	28.4%
`experience.company.type`	439,302,258	439302258	54.1%
`experience.company.website`	401,739,307	401739307	49.4%
`experience.end_date`	256,302,094	256302094	31.5%
`experience.first_seen`	585,372,275	585372275	72.1%
`experience.is_primary`	585,372,275	585372275	72.1%
`experience.last_seen`	585,372,275	585372275	72.1%
`experience.location_names`	245,771,954	245771954	30.3%
`experience.num_sources`	585,372,275	585372275	72.1%
`experience.start_date`	357,638,552	357638552	44.0%
`experience.summary`	172,870,740	172870740	21.3%
`experience.title`	583,292,216	583292216	71.8%
`experience.title.class`	403,490,133	403490133	49.7%
`experience.title.levels`	199,963,541	199963541	24.6%
`experience.title.name`	583,292,216	583292216	71.8%
`experience.title.raw`	583,292,216	583292216	71.8%
`experience.title.role`	403,490,133	403490133	49.7%
`experience.title.sub_role`	347,337,130	347337130	42.8%
`facebook_friends`	6,240,675	6240675	0.8%
`facebook_id`	30,692,852	30692852	3.8%
`facebook_url`	29,764,911	29764911	3.7%
`facebook_username`	29,764,911	29764911	3.7%
`first_name`	812,419,754	812419754	100.0%
`first_seen`	812,419,754	812419754	100.0%
`full_name`	812,419,754	812419754	100.0%
`github_url`	1,121,957	1121957	0.1%
`github_username`	1,121,957	1121957	0.1%
`headline`	255,521,057	255521057	31.5%
`id`	812,419,754	812419754	100.0%
`industry`	430,744,858	430744858	53.0%
`inferred_salary`	276,816,880	276816880	34.1%
`inferred_years_experience`	351,121,584	351121584	43.2%
`interests`	35,159,306	35159306	4.3%
`job_company_12mo_employee_growth_rate`	343,573,435	343573435	42.3%
`job_company_employee_count`	348,696,272	348696272	42.9%
`job_company_facebook_url`	168,519,616	168519616	20.7%
`job_company_founded`	246,986,617	246986617	30.4%
`job_company_id`	348,726,160	348726160	42.9%
`job_company_industry`	330,431,146	330431146	40.7%
`job_company_industry_v2`	315,758,975	315758975	38.9%
`job_company_inferred_revenue`	348,696,272	348696272	42.9%
`job_company_linkedin_id`	348,726,160	348726160	42.9%
`job_company_linkedin_url`	348,726,160	348726160	42.9%
`job_company_location_address_line_2`	30,979,538	30979538	3.8%
`job_company_location_continent`	327,531,366	327531366	40.3%
`job_company_location_country`	328,386,037	328386037	40.4%
`job_company_location_geo`	297,506,909	297506909	36.6%
`job_company_location_locality`	303,613,138	303613138	37.4%
`job_company_location_metro`	100,751,353	100751353	12.4%
`job_company_location_name`	328,390,354	328390354	40.4%
`job_company_location_postal_code`	243,774,939	243774939	30.0%
`job_company_location_region`	309,843,075	309843075	38.1%
`job_company_location_street_address`	224,412,159	224412159	27.6%
`job_company_name`	487,567,798	487567798	60.0%
`job_company_size`	348,726,160	348726160	42.9%
`job_company_ticker`	50,424,163	50424163	6.2%
`job_company_total_funding_raised`	60,749,661	60749661	7.5%
`job_company_twitter_url`	129,295,875	129295875	15.9%
`job_company_type`	348,726,160	348726160	42.9%
`job_company_website`	305,175,511	305175511	37.6%
`job_history`	586,226,563	586226563	72.2%
`job_history.company_id`	445,389,184	445389184	54.8%
`job_history.company_name`	558,523,713	558523713	68.7%
`job_history.first_seen`	586,226,563	586226563	72.2%
`job_history.last_seen`	586,226,563	586226563	72.2%
`job_history.num_sources`	586,226,563	586226563	72.2%
`job_history.title`	584,333,063	584333063	71.9%
`job_last_changed`	518,408,722	518408722	63.8%
`job_last_verified`	518,408,722	518408722	63.8%
`job_onet_broad_occupation`	236,399,463	236399463	29.1%
`job_onet_code`	236,399,463	236399463	29.1%
`job_onet_major_group`	236,399,463	236399463	29.1%
`job_onet_minor_group`	236,399,463	236399463	29.1%
`job_onet_specific_occupation`	236,399,463	236399463	29.1%
`job_onet_specific_occupation_detail`	94,185,361	94185361	11.6%
`job_start_date`	293,520,198	293520198	36.1%
`job_summary`	79,874,183	79874183	9.8%
`job_title`	516,809,072	516809072	63.6%
`job_title_class`	311,086,417	311086417	38.3%
`job_title_levels`	130,210,520	130210520	16.0%
`job_title_role`	311,086,417	311086417	38.3%
`job_title_sub_role`	245,725,762	245725762	30.2%
`languages`	85,914,424	85914424	10.6%
`languages.name`	85,914,424	85914424	10.6%
`languages.proficiency`	54,758,143	54758143	6.7%
`last_initial`	812,419,754	812419754	100.0%
`last_name`	796,276,633	796276633	98.0%
`linkedin_connections`	478,605,456	478605456	58.9%
`linkedin_id`	605,663,442	605663442	74.6%
`linkedin_url`	756,548,575	756548575	93.1%
`linkedin_username`	756,548,575	756548575	93.1%
`location_address_line_2`	3,430,496	3430496	0.4%
`location_continent`	799,338,291	799338291	98.4%
`location_country`	799,295,860	799295860	98.4%
`location_geo`	544,864,096	544864096	67.1%
`location_last_updated`	779,429,683	779429683	95.9%
`location_locality`	557,596,034	557596034	68.6%
`location_metro`	148,908,482	148908482	18.3%
`location_name`	799,338,291	799338291	98.4%
`location_names`	563,021,765	563021765	69.3%
`location_postal_code`	26,365,868	26365868	3.2%
`location_region`	593,343,296	593343296	73.0%
`location_street_address`	27,078,434	27078434	3.3%
`middle_initial`	132,760,063	132760063	16.3%
`middle_name`	119,317,491	119317491	14.7%
`mobile_phone`	54,825,114	54825114	6.7%
`name_aliases`	46,903,185	46903185	5.8%
`num_records`	812,419,754	812419754	100.0%
`num_sources`	812,419,754	812419754	100.0%
`personal_emails`	91,053,934	91053934	11.2%
`phone_numbers`	84,788,343	84788343	10.4%
`phones`	84,788,343	84788343	10.4%
`phones.first_seen`	84,788,343	84788343	10.4%
`phones.last_seen`	84,788,343	84788343	10.4%
`phones.num_sources`	84,788,343	84788343	10.4%
`phones.number`	84,788,343	84788343	10.4%
`possible_birth_dates`	7,856,507	7856507	1.0%
`possible_emails`	71,669,419	71669419	8.8%
`possible_emails.address`	71,669,419	71669419	8.8%
`possible_emails.first_seen`	71,669,419	71669419	8.8%
`possible_emails.last_seen`	71,669,419	71669419	8.8%
`possible_emails.md5_hash`	71,669,419	71669419	8.8%
`possible_emails.num_sources`	71,669,419	71669419	8.8%
`possible_emails.sha_256_hash`	71,669,419	71669419	8.8%
`possible_emails.type`	61,512,834	61512834	7.6%
`possible_location_names`	352,961,535	352961535	43.4%
`possible_phones`	21,568,319	21568319	2.7%
`possible_phones.first_seen`	21,568,319	21568319	2.7%
`possible_phones.last_seen`	21,568,319	21568319	2.7%
`possible_phones.num_sources`	21,568,319	21568319	2.7%
`possible_phones.number`	21,568,319	21568319	2.7%
`possible_profiles`	15,240,819	15240819	1.9%
`possible_profiles.first_seen`	15,240,819	15240819	1.9%
`possible_profiles.id`	10,893,837	10893837	1.3%
`possible_profiles.last_seen`	15,240,819	15240819	1.9%
`possible_profiles.network`	15,240,819	15240819	1.9%
`possible_profiles.num_sources`	15,240,819	15240819	1.9%
`possible_profiles.url`	15,240,819	15240819	1.9%
`possible_profiles.username`	14,405,128	14405128	1.8%
`possible_street_addresses`	9,813,086	9813086	1.2%
`possible_street_addresses.address_line_2`	3,496,836	3496836	0.4%
`possible_street_addresses.continent`	9,813,086	9813086	1.2%
`possible_street_addresses.country`	9,813,086	9813086	1.2%
`possible_street_addresses.first_seen`	9,813,086	9813086	1.2%
`possible_street_addresses.geo`	9,812,928	9812928	1.2%
`possible_street_addresses.last_seen`	9,813,086	9813086	1.2%
`possible_street_addresses.locality`	9,813,038	9813038	1.2%
`possible_street_addresses.metro`	8,928,068	8928068	1.1%
`possible_street_addresses.name`	9,813,086	9813086	1.2%
`possible_street_addresses.num_sources`	9,813,086	9813086	1.2%
`possible_street_addresses.postal_code`	9,777,598	9777598	1.2%
`possible_street_addresses.region`	9,813,059	9813059	1.2%
`possible_street_addresses.street_address`	9,813,086	9813086	1.2%
`profile_score`	812,419,754	812419754	100.0%
`profile_score_factors`	812,419,754	812419754	100.0%
`profile_score_factors.attribute_fill_rate`	812,419,754	812419754	100.0%
`profile_score_factors.has_valid_url`	812,419,754	812419754	100.0%
`profile_score_factors.linkedin_connections`	812,419,754	812419754	100.0%
`profile_score_factors.profile_age_months`	812,419,754	812419754	100.0%
`profiles`	812,419,754	812419754	100.0%
`profiles.first_seen`	812,419,754	812419754	100.0%
`profiles.id`	632,874,651	632874651	77.9%
`profiles.last_seen`	812,419,754	812419754	100.0%
`profiles.network`	812,419,754	812419754	100.0%
`profiles.num_sources`	812,419,754	812419754	100.0%
`profiles.url`	812,419,754	812419754	100.0%
`profiles.username`	812,419,754	812419754	100.0%
`recommended_personal_email`	91,052,113	91052113	11.2%
`regions`	601,623,542	601623542	74.1%
`sex`	568,864,092	568864092	70.0%
`skills`	199,160,088	199160088	24.5%
`street_addresses`	35,252,638	35252638	4.3%
`street_addresses.address_line_2`	16,321,798	16321798	2.0%
`street_addresses.continent`	35,252,638	35252638	4.3%
`street_addresses.country`	35,252,638	35252638	4.3%
`street_addresses.first_seen`	35,252,638	35252638	4.3%
`street_addresses.geo`	34,671,151	34671151	4.3%
`street_addresses.last_seen`	35,252,638	35252638	4.3%
`street_addresses.locality`	34,716,551	34716551	4.3%
`street_addresses.metro`	31,209,886	31209886	3.8%
`street_addresses.name`	35,252,638	35252638	4.3%
`street_addresses.num_sources`	35,252,638	35252638	4.3%
`street_addresses.postal_code`	33,223,195	33223195	4.1%
`street_addresses.region`	34,803,565	34803565	4.3%
`street_addresses.street_address`	35,252,638	35252638	4.3%
`summary`	165,821,116	165821116	20.4%
`twitter_url`	12,477,208	12477208	1.5%
`twitter_username`	12,477,208	12477208	1.5%
`work_email`	89,868,683	89868683	11.1%

Stats shown are accurate as of data version 34.1