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`	798,953,930	798953930	100.0%
`birth_date`	9,602,472	9602472	1.2%
`birth_year`	15,649,238	15649238	2.0%
`certifications`	65,599,017	65599017	8.2%
`certifications.end_date`	51,441,071	51441071	6.4%
`certifications.name`	65,599,017	65599017	8.2%
`certifications.organization`	64,468,599	64468599	8.1%
`certifications.start_date`	54,717,655	54717655	6.8%
`countries`	788,263,810	788263810	98.7%
`education`	362,939,617	362939617	45.4%
`education.degrees`	178,294,926	178294926	22.3%
`education.end_date`	311,412,140	311412140	39.0%
`education.gpa`	10,905,828	10905828	1.4%
`education.majors`	218,051,891	218051891	27.3%
`education.minors`	1,708,288	1708288	0.2%
`education.raw`	325,397,046	325397046	40.7%
`education.school`	362,178,028	362178028	45.3%
`education.school.domain`	300,417,596	300417596	37.6%
`education.school.facebook_url`	215,897,400	215897400	27.0%
`education.school.id`	307,923,065	307923065	38.5%
`education.school.linkedin_id`	307,923,065	307923065	38.5%
`education.school.linkedin_url`	307,922,662	307922662	38.5%
`education.school.location`	296,772,829	296772829	37.1%
`education.school.location.continent`	296,772,829	296772829	37.1%
`education.school.location.country`	296,772,752	296772752	37.1%
`education.school.location.locality`	283,981,209	283981209	35.5%
`education.school.location.name`	296,772,829	296772829	37.1%
`education.school.location.region`	290,871,828	290871828	36.4%
`education.school.name`	362,145,026	362145026	45.3%
`education.school.raw`	359,384,041	359384041	45.0%
`education.school.twitter_url`	204,874,555	204874555	25.6%
`education.school.type`	328,893,007	328893007	41.2%
`education.school.website`	300,417,596	300417596	37.6%
`education.start_date`	317,639,263	317639263	39.8%
`education.summary`	71,625,698	71625698	9.0%
`emails`	199,473,626	199473626	25.0%
`emails.address`	199,473,626	199473626	25.0%
`emails.first_seen`	199,473,626	199473626	25.0%
`emails.last_seen`	199,473,626	199473626	25.0%
`emails.md5_hash`	199,473,626	199473626	25.0%
`emails.num_sources`	199,473,626	199473626	25.0%
`emails.sha_256_hash`	199,473,626	199473626	25.0%
`emails.type`	181,458,024	181458024	22.7%
`experience`	575,794,679	575794679	72.1%
`experience.company`	547,025,494	547025494	68.5%
`experience.company.facebook_url`	273,306,302	273306302	34.2%
`experience.company.founded`	343,590,737	343590737	43.0%
`experience.company.id`	431,821,996	431821996	54.0%
`experience.company.industry`	415,801,686	415801686	52.0%
`experience.company.industry_v2`	400,736,971	400736971	50.2%
`experience.company.linkedin_id`	431,821,996	431821996	54.0%
`experience.company.linkedin_url`	431,821,996	431821996	54.0%
`experience.company.location`	415,042,013	415042013	51.9%
`experience.company.location.address_line_2`	76,653,849	76653849	9.6%
`experience.company.location.continent`	414,381,063	414381063	51.9%
`experience.company.location.country`	415,039,896	415039896	51.9%
`experience.company.location.geo`	387,724,359	387724359	48.5%
`experience.company.location.locality`	393,060,586	393060586	49.2%
`experience.company.location.metro`	159,446,252	159446252	20.0%
`experience.company.location.name`	415,042,013	415042013	51.9%
`experience.company.location.postal_code`	343,719,341	343719341	43.0%
`experience.company.location.region`	397,122,664	397122664	49.7%
`experience.company.location.street_address`	327,365,629	327365629	41.0%
`experience.company.name`	547,016,899	547016899	68.5%
`experience.company.raw`	547,023,465	547023465	68.5%
`experience.company.size`	431,821,996	431821996	54.0%
`experience.company.ticker`	102,857,158	102857158	12.9%
`experience.company.twitter_url`	229,907,181	229907181	28.8%
`experience.company.type`	431,821,996	431821996	54.0%
`experience.company.website`	394,936,177	394936177	49.4%
`experience.end_date`	256,172,507	256172507	32.1%
`experience.first_seen`	575,794,679	575794679	72.1%
`experience.is_primary`	575,794,679	575794679	72.1%
`experience.last_seen`	575,794,679	575794679	72.1%
`experience.location_names`	237,651,153	237651153	29.7%
`experience.num_sources`	575,794,679	575794679	72.1%
`experience.start_date`	353,431,733	353431733	44.2%
`experience.summary`	170,639,541	170639541	21.4%
`experience.title`	573,669,109	573669109	71.8%
`experience.title.class`	398,397,592	398397592	49.9%
`experience.title.levels`	200,677,989	200677989	25.1%
`experience.title.name`	573,669,109	573669109	71.8%
`experience.title.raw`	573,669,109	573669109	71.8%
`experience.title.role`	398,397,592	398397592	49.9%
`experience.title.sub_role`	343,396,186	343396186	43.0%
`facebook_friends`	6,265,409	6265409	0.8%
`facebook_id`	30,767,024	30767024	3.9%
`facebook_url`	29,838,807	29838807	3.7%
`facebook_username`	29,838,807	29838807	3.7%
`first_name`	798,953,930	798953930	100.0%
`first_seen`	798,953,930	798953930	100.0%
`full_name`	798,953,930	798953930	100.0%
`github_url`	961,449	961449	0.1%
`github_username`	961,449	961449	0.1%
`headline`	186,300,358	186300358	23.3%
`id`	798,953,930	798953930	100.0%
`industry`	419,638,170	419638170	52.5%
`inferred_salary`	262,086,926	262086926	32.8%
`inferred_years_experience`	347,655,934	347655934	43.5%
`interests`	35,250,852	35250852	4.4%
`job_company_12mo_employee_growth_rate`	324,658,424	324658424	40.6%
`job_company_employee_count`	329,507,127	329507127	41.2%
`job_company_facebook_url`	158,282,495	158282495	19.8%
`job_company_founded`	232,012,902	232012902	29.0%
`job_company_id`	329,534,663	329534663	41.2%
`job_company_industry`	311,911,815	311911815	39.0%
`job_company_industry_v2`	297,266,417	297266417	37.2%
`job_company_inferred_revenue`	329,507,127	329507127	41.2%
`job_company_linkedin_id`	329,534,663	329534663	41.2%
`job_company_linkedin_url`	329,534,663	329534663	41.2%
`job_company_location_address_line_2`	29,430,316	29430316	3.7%
`job_company_location_continent`	309,127,147	309127147	38.7%
`job_company_location_country`	309,944,808	309944808	38.8%
`job_company_location_geo`	279,851,993	279851993	35.0%
`job_company_location_locality`	286,194,524	286194524	35.8%
`job_company_location_metro`	95,075,780	95075780	11.9%
`job_company_location_name`	309,948,851	309948851	38.8%
`job_company_location_postal_code`	226,785,995	226785995	28.4%
`job_company_location_region`	291,313,979	291313979	36.5%
`job_company_location_street_address`	212,732,531	212732531	26.6%
`job_company_name`	465,565,035	465565035	58.3%
`job_company_size`	329,534,663	329534663	41.2%
`job_company_ticker`	47,764,563	47764563	6.0%
`job_company_total_funding_raised`	65,789,905	65789905	8.2%
`job_company_twitter_url`	122,750,321	122750321	15.4%
`job_company_type`	329,534,663	329534663	41.2%
`job_company_website`	287,513,083	287513083	36.0%
`job_history`	576,731,722	576731722	72.2%
`job_history.company_id`	437,726,578	437726578	54.8%
`job_history.company_name`	549,386,585	549386585	68.8%
`job_history.first_seen`	576,731,722	576731722	72.2%
`job_history.last_seen`	576,731,722	576731722	72.2%
`job_history.num_sources`	576,731,722	576731722	72.2%
`job_history.title`	574,832,387	574832387	71.9%
`job_last_changed`	495,090,779	495090779	62.0%
`job_last_verified`	495,090,779	495090779	62.0%
`job_onet_broad_occupation`	225,084,057	225084057	28.2%
`job_onet_code`	225,084,057	225084057	28.2%
`job_onet_major_group`	225,084,057	225084057	28.2%
`job_onet_minor_group`	225,084,057	225084057	28.2%
`job_onet_specific_occupation`	225,084,057	225084057	28.2%
`job_onet_specific_occupation_detail`	89,273,254	89273254	11.2%
`job_start_date`	275,525,120	275525120	34.5%
`job_summary`	73,819,132	73819132	9.2%
`job_title`	493,450,988	493450988	61.8%
`job_title_class`	295,046,030	295046030	36.9%
`job_title_levels`	123,883,217	123883217	15.5%
`job_title_role`	295,046,030	295046030	36.9%
`job_title_sub_role`	232,969,283	232969283	29.2%
`languages`	86,574,068	86574068	10.8%
`languages.name`	86,574,068	86574068	10.8%
`languages.proficiency`	24,017,585	24017585	3.0%
`last_initial`	798,953,930	798953930	100.0%
`last_name`	775,458,237	775458237	97.1%
`linkedin_connections`	485,890,558	485890558	60.8%
`linkedin_id`	577,237,502	577237502	72.2%
`linkedin_url`	742,707,590	742707590	93.0%
`linkedin_username`	742,707,590	742707590	93.0%
`location_address_line_2`	3,498,095	3498095	0.4%
`location_continent`	788,276,921	788276921	98.7%
`location_country`	788,240,815	788240815	98.7%
`location_geo`	532,378,936	532378936	66.6%
`location_last_updated`	768,059,257	768059257	96.1%
`location_locality`	544,838,067	544838067	68.2%
`location_metro`	149,080,974	149080974	18.7%
`location_name`	788,276,921	788276921	98.7%
`location_names`	549,867,826	549867826	68.8%
`location_postal_code`	26,751,613	26751613	3.3%
`location_region`	580,822,328	580822328	72.7%
`location_street_address`	27,069,257	27069257	3.4%
`middle_initial`	129,849,446	129849446	16.3%
`middle_name`	116,343,119	116343119	14.6%
`mobile_phone`	55,523,457	55523457	6.9%
`name_aliases`	43,891,470	43891470	5.5%
`num_records`	798,953,930	798953930	100.0%
`num_sources`	798,953,930	798953930	100.0%
`personal_emails`	91,321,645	91321645	11.4%
`phone_numbers`	77,610,359	77610359	9.7%
`phones`	77,610,359	77610359	9.7%
`phones.first_seen`	77,610,359	77610359	9.7%
`phones.last_seen`	77,610,359	77610359	9.7%
`phones.num_sources`	77,610,359	77610359	9.7%
`phones.number`	77,610,359	77610359	9.7%
`possible_birth_dates`	7,896,867	7896867	1.0%
`possible_emails`	72,652,579	72652579	9.1%
`possible_emails.address`	72,652,579	72652579	9.1%
`possible_emails.first_seen`	72,652,579	72652579	9.1%
`possible_emails.last_seen`	72,652,579	72652579	9.1%
`possible_emails.md5_hash`	72,652,579	72652579	9.1%
`possible_emails.num_sources`	72,652,579	72652579	9.1%
`possible_emails.sha_256_hash`	72,652,579	72652579	9.1%
`possible_emails.type`	62,474,958	62474958	7.8%
`possible_location_names`	336,934,219	336934219	42.2%
`possible_phones`	21,889,145	21889145	2.7%
`possible_phones.first_seen`	21,889,145	21889145	2.7%
`possible_phones.last_seen`	21,889,145	21889145	2.7%
`possible_phones.num_sources`	21,889,145	21889145	2.7%
`possible_phones.number`	21,889,145	21889145	2.7%
`possible_profiles`	15,335,892	15335892	1.9%
`possible_profiles.first_seen`	15,335,892	15335892	1.9%
`possible_profiles.id`	10,922,148	10922148	1.4%
`possible_profiles.last_seen`	15,335,892	15335892	1.9%
`possible_profiles.network`	15,335,892	15335892	1.9%
`possible_profiles.num_sources`	15,335,892	15335892	1.9%
`possible_profiles.url`	15,335,892	15335892	1.9%
`possible_profiles.username`	14,497,059	14497059	1.8%
`possible_street_addresses`	9,850,220	9850220	1.2%
`possible_street_addresses.address_line_2`	3,511,753	3511753	0.4%
`possible_street_addresses.continent`	9,850,220	9850220	1.2%
`possible_street_addresses.country`	9,850,220	9850220	1.2%
`possible_street_addresses.first_seen`	9,850,220	9850220	1.2%
`possible_street_addresses.geo`	9,850,066	9850066	1.2%
`possible_street_addresses.last_seen`	9,850,220	9850220	1.2%
`possible_street_addresses.locality`	9,850,172	9850172	1.2%
`possible_street_addresses.metro`	8,962,666	8962666	1.1%
`possible_street_addresses.name`	9,850,220	9850220	1.2%
`possible_street_addresses.num_sources`	9,850,220	9850220	1.2%
`possible_street_addresses.postal_code`	9,814,647	9814647	1.2%
`possible_street_addresses.region`	9,850,193	9850193	1.2%
`possible_street_addresses.street_address`	9,850,220	9850220	1.2%
`profiles`	798,953,930	798953930	100.0%
`profiles.first_seen`	798,953,930	798953930	100.0%
`profiles.id`	605,076,410	605076410	75.7%
`profiles.last_seen`	798,953,930	798953930	100.0%
`profiles.network`	798,953,930	798953930	100.0%
`profiles.num_sources`	798,953,930	798953930	100.0%
`profiles.url`	798,953,930	798953930	100.0%
`profiles.username`	798,953,930	798953930	100.0%
`recommended_personal_email`	91,320,041	91320041	11.4%
`regions`	589,169,663	589169663	73.7%
`sex`	559,491,856	559491856	70.0%
`skills`	138,561,276	138561276	17.3%
`street_addresses`	35,319,343	35319343	4.4%
`street_addresses.address_line_2`	16,409,387	16409387	2.1%
`street_addresses.continent`	35,319,343	35319343	4.4%
`street_addresses.country`	35,319,343	35319343	4.4%
`street_addresses.first_seen`	35,319,343	35319343	4.4%
`street_addresses.geo`	34,594,437	34594437	4.3%
`street_addresses.last_seen`	35,319,343	35319343	4.4%
`street_addresses.locality`	34,631,947	34631947	4.3%
`street_addresses.metro`	31,194,371	31194371	3.9%
`street_addresses.name`	35,319,343	35319343	4.4%
`street_addresses.num_sources`	35,319,343	35319343	4.4%
`street_addresses.postal_code`	33,379,518	33379518	4.2%
`street_addresses.region`	34,719,746	34719746	4.3%
`street_addresses.street_address`	35,319,343	35319343	4.4%
`summary`	164,148,072	164148072	20.5%
`twitter_url`	12,776,174	12776174	1.6%
`twitter_username`	12,776,174	12776174	1.6%
`work_email`	64,587,835	64587835	8.1%

Stats shown are accurate as of data version 33.1