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`	814,943,130	814943130	100.0%
`activity_score`	754,368,691	754368691	92.6%
`activity_score_factors`	754,368,691	754368691	92.6%
`activity_score_factors.connection_change`	754,368,691	754368691	92.6%
`activity_score_factors.months_since_last_end_resume`	101,193,029	101193029	12.4%
`activity_score_factors.profile_change`	754,368,691	754368691	92.6%
`birth_date`	9,445,499	9445499	1.2%
`birth_year`	15,405,216	15405216	1.9%
`certifications`	68,925,258	68925258	8.5%
`certifications.end_date`	51,854,135	51854135	6.4%
`certifications.name`	68,925,258	68925258	8.5%
`certifications.organization`	67,817,415	67817415	8.3%
`certifications.start_date`	58,267,069	58267069	7.1%
`countries`	801,362,601	801362601	98.3%
`education`	368,844,683	368844683	45.3%
`education.degrees`	179,201,618	179201618	22.0%
`education.end_date`	314,186,415	314186415	38.6%
`education.gpa`	10,815,071	10815071	1.3%
`education.majors`	215,682,066	215682066	26.5%
`education.minors`	1,762,125	1762125	0.2%
`education.raw`	305,979,520	305979520	37.5%
`education.school`	368,332,454	368332454	45.2%
`education.school.domain`	319,844,133	319844133	39.2%
`education.school.facebook_url`	222,348,080	222348080	27.3%
`education.school.id`	329,091,447	329091447	40.4%
`education.school.linkedin_id`	329,091,447	329091447	40.4%
`education.school.linkedin_url`	329,090,912	329090912	40.4%
`education.school.location`	317,064,811	317064811	38.9%
`education.school.location.continent`	317,064,811	317064811	38.9%
`education.school.location.country`	317,059,744	317059744	38.9%
`education.school.location.locality`	303,712,958	303712958	37.3%
`education.school.location.name`	317,064,811	317064811	38.9%
`education.school.location.region`	311,399,303	311399303	38.2%
`education.school.name`	368,259,441	368259441	45.2%
`education.school.raw`	365,869,452	365869452	44.9%
`education.school.twitter_url`	210,329,555	210329555	25.8%
`education.school.type`	354,995,961	354995961	43.6%
`education.school.website`	319,844,133	319844133	39.2%
`education.start_date`	321,115,227	321115227	39.4%
`education.summary`	77,450,527	77450527	9.5%
`emails`	224,910,341	224910341	27.6%
`emails.address`	224,910,341	224910341	27.6%
`emails.first_seen`	224,910,341	224910341	27.6%
`emails.last_seen`	224,910,341	224910341	27.6%
`emails.md5_hash`	224,910,341	224910341	27.6%
`emails.num_sources`	224,910,341	224910341	27.6%
`emails.sha_256_hash`	224,910,341	224910341	27.6%
`emails.type`	205,639,041	205639041	25.2%
`experience`	588,331,970	588331970	72.2%
`experience.company`	559,854,682	559854682	68.7%
`experience.company.facebook_url`	283,642,734	283642734	34.8%
`experience.company.founded`	354,928,492	354928492	43.6%
`experience.company.id`	443,293,358	443293358	54.4%
`experience.company.industry`	428,903,763	428903763	52.6%
`experience.company.industry_v2`	422,476,339	422476339	51.8%
`experience.company.linkedin_id`	443,293,358	443293358	54.4%
`experience.company.linkedin_url`	443,293,358	443293358	54.4%
`experience.company.location`	428,460,342	428460342	52.6%
`experience.company.location.address_line_2`	74,536,570	74536570	9.1%
`experience.company.location.continent`	427,784,166	427784166	52.5%
`experience.company.location.country`	428,458,150	428458150	52.6%
`experience.company.location.geo`	401,821,966	401821966	49.3%
`experience.company.location.locality`	406,424,379	406424379	49.9%
`experience.company.location.metro`	161,531,666	161531666	19.8%
`experience.company.location.name`	428,460,342	428460342	52.6%
`experience.company.location.postal_code`	365,971,700	365971700	44.9%
`experience.company.location.region`	411,175,011	411175011	50.5%
`experience.company.location.street_address`	333,026,505	333026505	40.9%
`experience.company.name`	559,854,682	559854682	68.7%
`experience.company.raw`	559,852,655	559852655	68.7%
`experience.company.size`	443,293,358	443293358	54.4%
`experience.company.ticker`	101,676,421	101676421	12.5%
`experience.company.twitter_url`	231,659,216	231659216	28.4%
`experience.company.type`	443,293,358	443293358	54.4%
`experience.company.website`	406,935,493	406935493	49.9%
`experience.end_date`	256,105,865	256105865	31.4%
`experience.first_seen`	588,331,970	588331970	72.2%
`experience.is_primary`	588,331,970	588331970	72.2%
`experience.last_seen`	588,331,970	588331970	72.2%
`experience.location_names`	245,933,477	245933477	30.2%
`experience.num_sources`	588,331,970	588331970	72.2%
`experience.start_date`	360,085,074	360085074	44.2%
`experience.summary`	173,768,913	173768913	21.3%
`experience.title`	586,440,062	586440062	72.0%
`experience.title.class`	406,554,262	406554262	49.9%
`experience.title.levels`	201,607,096	201607096	24.7%
`experience.title.name`	586,440,062	586440062	72.0%
`experience.title.raw`	586,440,062	586440062	72.0%
`experience.title.role`	406,554,262	406554262	49.9%
`experience.title.sub_role`	350,285,155	350285155	43.0%
`facebook_friends`	6,187,473	6187473	0.8%
`facebook_id`	30,531,125	30531125	3.7%
`facebook_url`	29,639,412	29639412	3.6%
`facebook_username`	29,639,412	29639412	3.6%
`first_name`	814,943,130	814943130	100.0%
`first_seen`	814,943,130	814943130	100.0%
`full_name`	814,943,130	814943130	100.0%
`github_url`	2,075,559	2075559	0.3%
`github_username`	2,075,559	2075559	0.3%
`headline`	273,446,294	273446294	33.6%
`id`	814,943,130	814943130	100.0%
`industry`	438,774,319	438774319	53.8%
`inferred_salary`	274,335,234	274335234	33.7%
`inferred_years_experience`	354,292,066	354292066	43.5%
`interests`	34,989,514	34989514	4.3%
`job_company_12mo_employee_growth_rate`	343,569,346	343569346	42.2%
`job_company_employee_count`	348,466,769	348466769	42.8%
`job_company_facebook_url`	171,642,633	171642633	21.1%
`job_company_founded`	249,110,007	249110007	30.6%
`job_company_id`	348,497,281	348497281	42.8%
`job_company_industry`	332,526,019	332526019	40.8%
`job_company_industry_v2`	327,143,837	327143837	40.1%
`job_company_inferred_revenue`	348,466,769	348466769	42.8%
`job_company_linkedin_id`	348,497,281	348497281	42.8%
`job_company_linkedin_url`	348,497,281	348497281	42.8%
`job_company_location_address_line_2`	30,170,483	30170483	3.7%
`job_company_location_continent`	329,942,459	329942459	40.5%
`job_company_location_country`	330,769,579	330769579	40.6%
`job_company_location_geo`	301,025,553	301025553	36.9%
`job_company_location_locality`	306,647,720	306647720	37.6%
`job_company_location_metro`	100,746,193	100746193	12.4%
`job_company_location_name`	330,774,000	330774000	40.6%
`job_company_location_postal_code`	255,705,080	255705080	31.4%
`job_company_location_region`	312,673,535	312673535	38.4%
`job_company_location_street_address`	223,675,290	223675290	27.4%
`job_company_name`	484,992,601	484992601	59.5%
`job_company_size`	348,497,281	348497281	42.8%
`job_company_ticker`	49,319,106	49319106	6.1%
`job_company_total_funding_raised`	63,293,108	63293108	7.8%
`job_company_twitter_url`	127,949,165	127949165	15.7%
`job_company_type`	348,497,281	348497281	42.8%
`job_company_website`	306,594,152	306594152	37.6%
`job_history`	588,423,149	588423149	72.2%
`job_history.company_id`	447,470,436	447470436	54.9%
`job_history.company_name`	560,604,634	560604634	68.8%
`job_history.first_seen`	588,423,149	588423149	72.2%
`job_history.last_seen`	588,423,149	588423149	72.2%
`job_history.num_sources`	588,423,149	588423149	72.2%
`job_history.title`	586,536,702	586536702	72.0%
`job_last_changed`	508,145,417	508145417	62.4%
`job_last_verified`	508,145,417	508145417	62.4%
`job_onet_broad_occupation`	234,856,770	234856770	28.8%
`job_onet_code`	234,856,770	234856770	28.8%
`job_onet_major_group`	234,856,770	234856770	28.8%
`job_onet_minor_group`	234,856,770	234856770	28.8%
`job_onet_specific_occupation`	234,856,770	234856770	28.8%
`job_onet_specific_occupation_detail`	93,622,584	93622584	11.5%
`job_start_date`	297,387,817	297387817	36.5%
`job_summary`	80,797,012	80797012	9.9%
`job_title`	507,705,721	507705721	62.3%
`job_title_class`	309,022,136	309022136	37.9%
`job_title_levels`	130,727,290	130727290	16.0%
`job_title_role`	309,022,136	309022136	37.9%
`job_title_sub_role`	244,327,665	244327665	30.0%
`languages`	85,701,574	85701574	10.5%
`languages.name`	85,701,574	85701574	10.5%
`languages.proficiency`	54,666,082	54666082	6.7%
`last_initial`	814,943,130	814943130	100.0%
`last_name`	798,231,890	798231890	97.9%
`linkedin_connections`	476,672,523	476672523	58.5%
`linkedin_id`	610,119,751	610119751	74.9%
`linkedin_url`	754,368,691	754368691	92.6%
`linkedin_username`	754,368,691	754368691	92.6%
`location_address_line_2`	3,425,502	3425502	0.4%
`location_continent`	801,375,647	801375647	98.3%
`location_country`	801,333,277	801333277	98.3%
`location_geo`	545,795,979	545795979	67.0%
`location_last_updated`	781,511,779	781511779	95.9%
`location_locality`	558,507,543	558507543	68.5%
`location_metro`	149,858,158	149858158	18.4%
`location_name`	801,375,647	801375647	98.3%
`location_names`	563,937,193	563937193	69.2%
`location_postal_code`	26,330,307	26330307	3.2%
`location_region`	594,353,863	594353863	72.9%
`location_street_address`	27,027,521	27027521	3.3%
`middle_initial`	132,572,375	132572375	16.3%
`middle_name`	119,266,270	119266270	14.6%
`mobile_phone`	58,370,023	58370023	7.2%
`name_aliases`	47,746,728	47746728	5.9%
`num_records`	814,943,130	814943130	100.0%
`num_sources`	814,943,130	814943130	100.0%
`personal_emails`	90,919,154	90919154	11.2%
`phone_numbers`	90,974,702	90974702	11.2%
`phones`	90,974,702	90974702	11.2%
`phones.first_seen`	90,974,702	90974702	11.2%
`phones.last_seen`	90,974,702	90974702	11.2%
`phones.num_sources`	90,974,702	90974702	11.2%
`phones.number`	90,974,702	90974702	11.2%
`possible_birth_dates`	7,772,146	7772146	1.0%
`possible_emails`	71,331,951	71331951	8.8%
`possible_emails.address`	71,331,951	71331951	8.8%
`possible_emails.first_seen`	71,331,951	71331951	8.8%
`possible_emails.last_seen`	71,331,951	71331951	8.8%
`possible_emails.md5_hash`	71,331,951	71331951	8.8%
`possible_emails.num_sources`	71,331,951	71331951	8.8%
`possible_emails.sha_256_hash`	71,331,951	71331951	8.8%
`possible_emails.type`	61,573,123	61573123	7.6%
`possible_location_names`	354,640,465	354640465	43.5%
`possible_phones`	21,424,667	21424667	2.6%
`possible_phones.first_seen`	21,424,667	21424667	2.6%
`possible_phones.last_seen`	21,424,667	21424667	2.6%
`possible_phones.num_sources`	21,424,667	21424667	2.6%
`possible_phones.number`	21,424,667	21424667	2.6%
`possible_profiles`	15,192,542	15192542	1.9%
`possible_profiles.first_seen`	15,192,542	15192542	1.9%
`possible_profiles.id`	10,877,477	10877477	1.3%
`possible_profiles.last_seen`	15,192,542	15192542	1.9%
`possible_profiles.network`	15,192,542	15192542	1.9%
`possible_profiles.num_sources`	15,192,542	15192542	1.9%
`possible_profiles.url`	15,192,542	15192542	1.9%
`possible_profiles.username`	14,359,870	14359870	1.8%
`possible_street_addresses`	9,761,924	9761924	1.2%
`possible_street_addresses.address_line_2`	3,477,222	3477222	0.4%
`possible_street_addresses.continent`	9,761,924	9761924	1.2%
`possible_street_addresses.country`	9,761,924	9761924	1.2%
`possible_street_addresses.first_seen`	9,761,924	9761924	1.2%
`possible_street_addresses.geo`	9,761,766	9761766	1.2%
`possible_street_addresses.last_seen`	9,761,924	9761924	1.2%
`possible_street_addresses.locality`	9,761,876	9761876	1.2%
`possible_street_addresses.metro`	8,879,523	8879523	1.1%
`possible_street_addresses.name`	9,761,924	9761924	1.2%
`possible_street_addresses.num_sources`	9,761,924	9761924	1.2%
`possible_street_addresses.postal_code`	9,726,623	9726623	1.2%
`possible_street_addresses.region`	9,761,897	9761897	1.2%
`possible_street_addresses.street_address`	9,761,924	9761924	1.2%
`profile_score`	814,943,130	814943130	100.0%
`profile_score_factors`	814,943,130	814943130	100.0%
`profile_score_factors.attribute_fill_rate`	814,943,130	814943130	100.0%
`profile_score_factors.has_valid_url`	814,943,130	814943130	100.0%
`profile_score_factors.meets_connection_threshold`	814,943,130	814943130	100.0%
`profile_score_factors.profile_age_months`	814,943,130	814943130	100.0%
`profiles`	814,943,130	814943130	100.0%
`profiles.first_seen`	814,943,130	814943130	100.0%
`profiles.id`	642,059,416	642059416	78.8%
`profiles.last_seen`	814,943,130	814943130	100.0%
`profiles.network`	814,943,130	814943130	100.0%
`profiles.num_sources`	814,943,130	814943130	100.0%
`profiles.url`	814,943,130	814943130	100.0%
`profiles.username`	814,943,130	814943130	100.0%
`recommended_personal_email`	90,917,360	90917360	11.2%
`regions`	602,704,984	602704984	74.0%
`sex`	570,844,317	570844317	70.0%
`skills`	205,364,885	205364885	25.2%
`street_addresses`	34,962,809	34962809	4.3%
`street_addresses.address_line_2`	16,152,557	16152557	2.0%
`street_addresses.continent`	34,962,809	34962809	4.3%
`street_addresses.country`	34,962,809	34962809	4.3%
`street_addresses.first_seen`	34,962,809	34962809	4.3%
`street_addresses.geo`	34,385,614	34385614	4.2%
`street_addresses.last_seen`	34,962,809	34962809	4.3%
`street_addresses.locality`	34,431,000	34431000	4.2%
`street_addresses.metro`	30,933,963	30933963	3.8%
`street_addresses.name`	34,962,809	34962809	4.3%
`street_addresses.num_sources`	34,962,809	34962809	4.3%
`street_addresses.postal_code`	32,936,477	32936477	4.0%
`street_addresses.region`	34,517,694	34517694	4.2%
`street_addresses.street_address`	34,962,809	34962809	4.3%
`summary`	166,620,088	166620088	20.4%
`twitter_url`	12,485,579	12485579	1.5%
`twitter_username`	12,485,579	12485579	1.5%
`work_email`	83,942,820	83942820	10.3%

Stats shown are accurate as of data version 35.1

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