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`	815,552,710	815552710	100.0%
`activity_score`	754,053,309	754053309	92.5%
`activity_score_factors`	754,053,309	754053309	92.5%
`activity_score_factors.connection_change`	754,053,309	754053309	92.5%
`activity_score_factors.months_since_last_end_resume`	101,101,866	101101866	12.4%
`activity_score_factors.profile_change`	754,053,309	754053309	92.5%
`birth_date`	9,409,204	9409204	1.2%
`birth_year`	15,345,734	15345734	1.9%
`certifications`	69,660,012	69660012	8.5%
`certifications.end_date`	51,914,616	51914616	6.4%
`certifications.name`	69,660,012	69660012	8.5%
`certifications.organization`	68,565,862	68565862	8.4%
`certifications.start_date`	59,110,773	59110773	7.2%
`countries`	802,181,335	802181335	98.4%
`education`	369,600,795	369600795	45.3%
`education.degrees`	179,734,080	179734080	22.0%
`education.end_date`	314,931,934	314931934	38.6%
`education.gpa`	10,785,590	10785590	1.3%
`education.majors`	216,219,841	216219841	26.5%
`education.minors`	1,768,329	1768329	0.2%
`education.raw`	306,817,143	306817143	37.6%
`education.school`	369,091,476	369091476	45.3%
`education.school.domain`	324,898,090	324898090	39.8%
`education.school.facebook_url`	225,586,571	225586571	27.7%
`education.school.id`	334,398,837	334398837	41.0%
`education.school.linkedin_id`	334,398,837	334398837	41.0%
`education.school.linkedin_url`	334,398,830	334398830	41.0%
`education.school.location`	319,851,991	319851991	39.2%
`education.school.location.continent`	319,851,991	319851991	39.2%
`education.school.location.country`	319,847,077	319847077	39.2%
`education.school.location.locality`	308,586,533	308586533	37.8%
`education.school.location.name`	319,851,991	319851991	39.2%
`education.school.location.region`	313,961,286	313961286	38.5%
`education.school.name`	369,018,994	369018994	45.2%
`education.school.raw`	366,735,414	366735414	45.0%
`education.school.twitter_url`	213,448,469	213448469	26.2%
`education.school.type`	354,248,111	354248111	43.4%
`education.school.website`	324,898,090	324898090	39.8%
`education.start_date`	321,806,944	321806944	39.5%
`education.summary`	77,384,387	77384387	9.5%
`emails`	225,663,942	225663942	27.7%
`emails.address`	225,663,942	225663942	27.7%
`emails.first_seen`	225,663,942	225663942	27.7%
`emails.last_seen`	225,663,942	225663942	27.7%
`emails.md5_hash`	225,663,942	225663942	27.7%
`emails.num_sources`	225,663,942	225663942	27.7%
`emails.sha_256_hash`	225,663,942	225663942	27.7%
`emails.type`	206,624,633	206624633	25.3%
`experience`	589,004,326	589004326	72.2%
`experience.company`	560,689,256	560689256	68.7%
`experience.company.facebook_url`	285,333,240	285333240	35.0%
`experience.company.founded`	356,258,537	356258537	43.7%
`experience.company.id`	444,465,986	444465986	54.5%
`experience.company.industry`	430,042,279	430042279	52.7%
`experience.company.industry_v2`	423,739,937	423739937	52.0%
`experience.company.linkedin_id`	444,465,986	444465986	54.5%
`experience.company.linkedin_url`	444,465,986	444465986	54.5%
`experience.company.location`	433,879,351	433879351	53.2%
`experience.company.location.address_line_2`	74,474,041	74474041	9.1%
`experience.company.location.continent`	433,205,673	433205673	53.1%
`experience.company.location.country`	433,877,160	433877160	53.2%
`experience.company.location.geo`	405,688,734	405688734	49.7%
`experience.company.location.locality`	409,243,256	409243256	50.2%
`experience.company.location.metro`	162,731,425	162731425	20.0%
`experience.company.location.name`	433,879,351	433879351	53.2%
`experience.company.location.postal_code`	359,278,500	359278500	44.1%
`experience.company.location.region`	414,940,772	414940772	50.9%
`experience.company.location.street_address`	329,290,330	329290330	40.4%
`experience.company.name`	560,689,256	560689256	68.7%
`experience.company.raw`	560,687,152	560687152	68.7%
`experience.company.size`	444,465,986	444465986	54.5%
`experience.company.ticker`	103,389,039	103389039	12.7%
`experience.company.twitter_url`	232,209,121	232209121	28.5%
`experience.company.type`	444,465,986	444465986	54.5%
`experience.company.website`	408,143,316	408143316	50.0%
`experience.end_date`	257,791,304	257791304	31.6%
`experience.first_seen`	589,004,326	589004326	72.2%
`experience.is_primary`	589,004,326	589004326	72.2%
`experience.last_seen`	589,004,326	589004326	72.2%
`experience.location_names`	245,062,134	245062134	30.0%
`experience.num_sources`	589,004,326	589004326	72.2%
`experience.start_date`	360,995,759	360995759	44.3%
`experience.summary`	174,996,100	174996100	21.5%
`experience.title`	586,840,284	586840284	72.0%
`experience.title.class`	407,437,133	407437133	50.0%
`experience.title.levels`	202,467,888	202467888	24.8%
`experience.title.name`	586,840,284	586840284	72.0%
`experience.title.raw`	586,840,284	586840284	72.0%
`experience.title.role`	407,437,133	407437133	50.0%
`experience.title.sub_role`	351,193,199	351193199	43.1%
`facebook_friends`	6,146,043	6146043	0.8%
`facebook_id`	30,370,775	30370775	3.7%
`facebook_url`	29,489,191	29489191	3.6%
`facebook_username`	29,489,191	29489191	3.6%
`first_name`	815,552,710	815552710	100.0%
`first_seen`	815,552,710	815552710	100.0%
`full_name`	815,552,710	815552710	100.0%
`github_url`	2,182,448	2182448	0.3%
`github_username`	2,182,448	2182448	0.3%
`headline`	295,097,900	295097900	36.2%
`id`	815,552,710	815552710	100.0%
`industry`	443,462,805	443462805	54.4%
`inferred_salary`	346,605,387	346605387	42.5%
`inferred_salary_confidence`	264,723,303	264723303	32.46%
`inferred_salary_high`	264,723,303	264723303	32.46%
`inferred_salary_low`	264,723,303	264723303	32.46%
`inferred_years_experience`	355,182,254	355182254	43.6%
`interests`	34,858,496	34858496	4.3%
`job_company_12mo_employee_growth_rate`	344,800,699	344800699	42.3%
`job_company_employee_count`	350,100,368	350100368	42.9%
`job_company_facebook_url`	172,595,050	172595050	21.2%
`job_company_founded`	250,246,301	250246301	30.7%
`job_company_id`	350,132,034	350132034	42.9%
`job_company_industry`	333,848,865	333848865	40.9%
`job_company_industry_v2`	328,844,557	328844557	40.3%
`job_company_inferred_revenue`	350,100,368	350100368	42.9%
`job_company_linkedin_id`	350,132,034	350132034	42.9%
`job_company_linkedin_url`	350,132,034	350132034	42.9%
`job_company_location_address_line_2`	30,035,746	30035746	3.7%
`job_company_location_continent`	336,580,408	336580408	41.3%
`job_company_location_country`	337,412,019	337412019	41.4%
`job_company_location_geo`	305,644,022	305644022	37.5%
`job_company_location_locality`	309,896,084	309896084	38.0%
`job_company_location_metro`	101,974,100	101974100	12.5%
`job_company_location_name`	337,416,496	337416496	41.4%
`job_company_location_postal_code`	247,297,247	247297247	30.3%
`job_company_location_region`	317,331,906	317331906	38.9%
`job_company_location_street_address`	218,360,921	218360921	26.8%
`job_company_name`	485,632,521	485632521	59.5%
`job_company_size`	350,132,034	350132034	42.9%
`job_company_ticker`	50,096,743	50096743	6.1%
`job_company_total_funding_raised`	64,669,403	64669403	7.9%
`job_company_twitter_url`	127,927,551	127927551	15.7%
`job_company_type`	350,132,034	350132034	42.9%
`job_company_website`	307,951,584	307951584	37.8%
`job_history`	589,095,298	589095298	72.2%
`job_history.company_id`	448,501,578	448501578	55.0%
`job_history.company_name`	561,427,508	561427508	68.8%
`job_history.first_seen`	589,095,298	589095298	72.2%
`job_history.last_seen`	589,095,298	589095298	72.2%
`job_history.num_sources`	589,095,298	589095298	72.2%
`job_history.title`	586,938,109	586938109	72.0%
`job_last_changed`	508,720,443	508720443	62.4%
`job_last_verified`	508,720,443	508720443	62.4%
`job_onet_broad_occupation`	235,034,505	235034505	28.8%
`job_onet_code`	235,034,505	235034505	28.8%
`job_onet_major_group`	235,034,505	235034505	28.8%
`job_onet_minor_group`	235,034,505	235034505	28.8%
`job_onet_specific_occupation`	235,034,505	235034505	28.8%
`job_onet_specific_occupation_detail`	93,721,075	93721075	11.5%
`job_start_date`	297,963,222	297963222	36.5%
`job_summary`	81,261,870	81261870	10.0%
`job_title`	508,016,636	508016636	62.3%
`job_title_class`	309,501,953	309501953	37.9%
`job_title_levels`	131,046,015	131046015	16.1%
`job_title_role`	309,501,953	309501953	37.9%
`job_title_sub_role`	244,751,312	244751312	30.0%
`languages`	85,727,378	85727378	10.5%
`languages.name`	85,727,378	85727378	10.5%
`languages.proficiency`	54,818,279	54818279	6.7%
`last_initial`	815,552,710	815552710	100.0%
`last_name`	798,681,680	798681680	97.9%
`linkedin_connections`	483,314,091	483314091	59.3%
`linkedin_id`	612,480,430	612480430	75.1%
`linkedin_url`	754,053,309	754053309	92.5%
`linkedin_username`	754,053,309	754053309	92.5%
`location_address_line_2`	3,411,794	3411794	0.4%
`location_continent`	802,194,385	802194385	98.4%
`location_country`	802,152,123	802152123	98.4%
`location_geo`	541,169,942	541169942	66.4%
`location_last_updated`	783,271,908	783271908	96.0%
`location_locality`	548,651,632	548651632	67.3%
`location_metro`	148,901,587	148901587	18.3%
`location_name`	802,194,385	802194385	98.4%
`location_names`	554,650,060	554650060	68.0%
`location_postal_code`	26,071,817	26071817	3.2%
`location_region`	595,382,019	595382019	73.0%
`location_street_address`	26,939,538	26939538	3.3%
`middle_initial`	132,684,048	132684048	16.3%
`middle_name`	119,416,784	119416784	14.6%
`mobile_phone`	58,127,907	58127907	7.1%
`name_aliases`	49,318,776	49318776	6.0%
`num_records`	815,552,710	815552710	100.0%
`num_sources`	815,552,710	815552710	100.0%
`personal_emails`	90,753,955	90753955	11.1%
`phone_numbers`	90,607,431	90607431	11.1%
`phones`	90,607,431	90607431	11.1%
`phones.first_seen`	90,607,431	90607431	11.1%
`phones.last_seen`	90,607,431	90607431	11.1%
`phones.num_sources`	90,607,431	90607431	11.1%
`phones.number`	90,607,431	90607431	11.1%
`possible_birth_dates`	7,741,637	7741637	0.9%
`possible_emails`	70,816,902	70816902	8.7%
`possible_emails.address`	70,816,902	70816902	8.7%
`possible_emails.first_seen`	70,816,902	70816902	8.7%
`possible_emails.last_seen`	70,816,902	70816902	8.7%
`possible_emails.md5_hash`	70,816,902	70816902	8.7%
`possible_emails.num_sources`	70,816,902	70816902	8.7%
`possible_emails.sha_256_hash`	70,816,902	70816902	8.7%
`possible_emails.type`	61,208,904	61208904	7.5%
`possible_location_names`	356,256,668	356256668	43.7%
`possible_phones`	21,243,276	21243276	2.6%
`possible_phones.first_seen`	21,243,276	21243276	2.6%
`possible_phones.last_seen`	21,243,276	21243276	2.6%
`possible_phones.num_sources`	21,243,276	21243276	2.6%
`possible_phones.number`	21,243,276	21243276	2.6%
`possible_profiles`	14,906,753	14906753	1.8%
`possible_profiles.first_seen`	14,906,753	14906753	1.8%
`possible_profiles.id`	10,769,249	10769249	1.3%
`possible_profiles.last_seen`	14,906,753	14906753	1.8%
`possible_profiles.network`	14,906,753	14906753	1.8%
`possible_profiles.num_sources`	14,906,753	14906753	1.8%
`possible_profiles.url`	14,906,753	14906753	1.8%
`possible_profiles.username`	14,077,337	14077337	1.7%
`possible_street_addresses`	9,660,606	9660606	1.2%
`possible_street_addresses.address_line_2`	3,412,565	3412565	0.4%
`possible_street_addresses.continent`	9,660,606	9660606	1.2%
`possible_street_addresses.country`	9,660,606	9660606	1.2%
`possible_street_addresses.first_seen`	9,660,606	9660606	1.2%
`possible_street_addresses.geo`	9,660,450	9660450	1.2%
`possible_street_addresses.last_seen`	9,660,606	9660606	1.2%
`possible_street_addresses.locality`	9,660,558	9660558	1.2%
`possible_street_addresses.metro`	8,786,713	8786713	1.1%
`possible_street_addresses.name`	9,660,606	9660606	1.2%
`possible_street_addresses.num_sources`	9,660,606	9660606	1.2%
`possible_street_addresses.postal_code`	9,625,438	9625438	1.2%
`possible_street_addresses.region`	9,660,579	9660579	1.2%
`possible_street_addresses.street_address`	9,660,606	9660606	1.2%
`profile_score`	815,552,710	815552710	100.0%
`profile_score_factors`	815,552,710	815552710	100.0%
`profile_score_factors.attribute_fill_rate`	815,552,710	815552710	100.0%
`profile_score_factors.has_valid_url`	815,552,710	815552710	100.0%
`profile_score_factors.meets_connection_threshold`	815,552,710	815552710	100.0%
`profile_score_factors.profile_age_months`	815,552,710	815552710	100.0%
`profiles`	815,552,710	815552710	100.0%
`profiles.first_seen`	815,552,710	815552710	100.0%
`profiles.id`	645,582,928	645582928	79.2%
`profiles.last_seen`	815,552,710	815552710	100.0%
`profiles.network`	815,552,710	815552710	100.0%
`profiles.num_sources`	815,552,710	815552710	100.0%
`profiles.url`	815,552,710	815552710	100.0%
`profiles.username`	815,552,710	815552710	100.0%
`recommended_personal_email`	90,752,163	90752163	11.1%
`regions`	604,289,992	604289992	74.1%
`sex`	571,175,998	571175998	70.0%
`skills`	216,221,372	216221372	26.5%
`street_addresses`	34,258,157	34258157	4.2%
`street_addresses.address_line_2`	16,028,090	16028090	2.0%
`street_addresses.continent`	34,258,157	34258157	4.2%
`street_addresses.country`	34,258,157	34258157	4.2%
`street_addresses.first_seen`	34,258,157	34258157	4.2%
`street_addresses.geo`	34,209,730	34209730	4.2%
`street_addresses.last_seen`	34,258,157	34258157	4.2%
`street_addresses.locality`	34,253,867	34253867	4.2%
`street_addresses.metro`	30,861,740	30861740	3.8%
`street_addresses.name`	34,258,157	34258157	4.2%
`street_addresses.num_sources`	34,258,157	34258157	4.2%
`street_addresses.postal_code`	32,710,027	32710027	4.0%
`street_addresses.region`	34,257,888	34257888	4.2%
`street_addresses.street_address`	34,258,157	34258157	4.2%
`summary`	167,241,399	167241399	20.5%
`twitter_url`	12,475,128	12475128	1.5%
`twitter_username`	12,475,128	12475128	1.5%
`work_email`	82,159,481	82159481	10.1%

Stats shown are accurate as of data version 35.2

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