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. The table below summarizes some key statistics and fill rates for fields within this dataset. Restricted Fields are premium fields that 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	Restricted Field
`Total`	762,372,115	762372115	100.0%
`birth_date`	7,939,677	7939677	1.0%
`birth_year`	15,786,354	15786354	2.1%
`certifications`	26,792,820	26792820	3.5%	T
`certifications.end_date`	5,823,696	5823696	0.8%	T
`certifications.name`	26,792,820	26792820	3.5%	T
`certifications.organization`	22,316,517	22316517	2.9%	T
`certifications.start_date`	18,152,322	18152322	2.4%	T
`countries`	683,475,674	683475674	89.7%
`education`	228,615,429	228615429	30.0%
`education.degrees`	122,525,354	122525354	16.1%
`education.end_date`	196,122,379	196122379	25.7%
`education.gpa`	3,824,204	3824204	0.5%
`education.majors`	134,400,463	134400463	17.6%
`education.minors`	1,307,277	1307277	0.2%
`education.raw`	191,660,187	191660187	25.1%	T
`education.school`	221,744,716	221744716	29.1%
`education.school.domain`	184,700,857	184700857	24.2%
`education.school.facebook_url`	139,739,350	139739350	18.3%
`education.school.id`	188,488,771	188488771	24.7%
`education.school.linkedin_id`	186,387,963	186387963	24.4%
`education.school.linkedin_url`	186,387,963	186387963	24.4%
`education.school.location`	187,243,258	187243258	24.6%
`education.school.location.continent`	187,243,258	187243258	24.6%
`education.school.location.country`	187,243,258	187243258	24.6%
`education.school.location.locality`	143,135,138	143135138	18.8%
`education.school.location.name`	187,243,258	187243258	24.6%
`education.school.location.region`	151,405,310	151405310	19.9%
`education.school.name`	221,730,875	221730875	29.1%
`education.school.raw`	217,221,979	217221979	28.5%	T
`education.school.twitter_url`	133,561,542	133561542	17.5%
`education.school.type`	211,979,482	211979482	27.8%
`education.school.website`	184,700,857	184700857	24.2%
`education.start_date`	196,020,814	196020814	25.7%
`education.summary`	29,789,036	29789036	3.9%	T
`emails`	201,791,609	201791609	26.5%
`emails.address`	201,791,609	201791609	26.5%
`emails.first_seen`	201,791,609	201791609	26.5%	T
`emails.last_seen`	201,791,609	201791609	26.5%	T
`emails.num_sources`	201,791,609	201791609	26.5%	T
`emails.type`	183,480,101	183480101	24.1%
`experience`	565,543,791	565543791	74.2%
`experience.company`	488,726,060	488726060	64.1%
`experience.company.facebook_url`	228,746,239	228746239	30.0%
`experience.company.founded`	284,806,988	284806988	37.4%
`experience.company.id`	358,125,365	358125365	47.0%
`experience.company.industry`	346,635,735	346635735	45.5%
`experience.company.linkedin_id`	357,780,419	357780419	46.9%
`experience.company.linkedin_url`	358,125,365	358125365	47.0%
`experience.company.location`	341,382,967	341382967	44.8%
`experience.company.location.address_line_2`	31,973,248	31973248	4.2%
`experience.company.location.continent`	341,382,967	341382967	44.8%
`experience.company.location.country`	341,375,676	341375676	44.8%
`experience.company.location.geo`	278,469,603	278469603	36.5%
`experience.company.location.locality`	277,500,890	277500890	36.4%
`experience.company.location.metro`	140,795,778	140795778	18.5%
`experience.company.location.name`	341,382,967	341382967	44.8%
`experience.company.location.postal_code`	151,647,995	151647995	19.9%
`experience.company.location.region`	302,695,202	302695202	39.7%
`experience.company.location.street_address`	165,083,148	165083148	21.7%
`experience.company.name`	488,726,060	488726060	64.1%
`experience.company.raw`	488,533,416	488533416	64.1%	T
`experience.company.size`	358,125,365	358125365	47.0%
`experience.company.ticker`	93,575,072	93575072	12.3%	T
`experience.company.twitter_url`	231,151,288	231151288	30.3%
`experience.company.type`	358,125,365	358125365	47.0%	T
`experience.company.website`	332,507,217	332507217	43.6%
`experience.end_date`	185,768,833	185768833	24.4%
`experience.first_seen`	565,543,791	565543791	74.2%	T
`experience.is_primary`	565,543,791	565543791	74.2%
`experience.last_seen`	565,543,791	565543791	74.2%	T
`experience.location_names`	149,211,231	149211231	19.6%
`experience.num_sources`	565,543,791	565543791	74.2%	T
`experience.start_date`	264,004,429	264004429	34.6%
`experience.summary`	118,099,268	118099268	15.5%	T
`experience.title`	560,780,501	560780501	73.6%
`experience.title.levels`	177,134,411	177134411	23.2%
`experience.title.name`	560,780,501	560780501	73.6%
`experience.title.raw`	560,780,501	560780501	73.6%	T
`experience.title.role`	237,671,087	237671087	31.2%
`experience.title.sub_role`	161,193,197	161193197	21.1%
`facebook_friends`	6,509,329	6509329	0.9%	T
`facebook_id`	30,905,449	30905449	4.1%
`facebook_url`	29,900,890	29900890	3.9%
`facebook_username`	29,900,890	29900890	3.9%
`first_name`	762,372,115	762372115	100.0%
`first_seen`	762,372,115	762372115	100.0%	T
`full_name`	762,372,115	762372115	100.0%
`gender`	532,440,506	532440506	69.8%
`github_url`	1,010,477	1010477	0.1%
`github_username`	1,010,477	1010477	0.1%
`id`	762,372,115	762372115	100.0%
`industry`	403,264,472	403264472	52.9%
`inferred_salary`	272,286,473	272286473	35.7%	T
`inferred_years_experience`	271,736,234	271736234	35.6%	T
`interests`	34,955,818	34955818	4.6%
`job_company_facebook_url`	150,328,491	150328491	19.7%
`job_company_founded`	209,055,849	209055849	27.4%
`job_company_id`	288,935,553	288935553	37.9%
`job_company_industry`	275,358,130	275358130	36.1%
`job_company_linkedin_id`	288,559,237	288559237	37.9%
`job_company_linkedin_url`	288,935,553	288935553	37.9%
`job_company_location_address_line_2`	13,819,367	13819367	1.8%
`job_company_location_continent`	270,898,542	270898542	35.5%
`job_company_location_country`	270,889,045	270889045	35.5%
`job_company_location_geo`	201,032,553	201032553	26.4%
`job_company_location_locality`	201,215,231	201215231	26.4%
`job_company_location_metro`	93,876,484	93876484	12.3%
`job_company_location_name`	270,898,542	270898542	35.5%
`job_company_location_postal_code`	102,239,182	102239182	13.4%
`job_company_location_region`	227,447,806	227447806	29.8%
`job_company_location_street_address`	108,294,201	108294201	14.2%
`job_company_name`	438,940,732	438940732	57.6%
`job_company_size`	288,935,553	288935553	37.9%
`job_company_ticker`	51,166,579	51166579	6.7%	T
`job_company_twitter_url`	153,995,241	153995241	20.2%
`job_company_type`	288,935,553	288935553	37.9%	T
`job_company_website`	259,682,945	259682945	34.1%
`job_history`	566,240,730	566240730	74.3%	T
`job_history.company_id`	361,714,734	361714734	47.4%	T
`job_history.company_name`	489,701,066	489701066	64.2%	T
`job_history.first_seen`	566,240,730	566240730	74.3%	T
`job_history.last_seen`	566,240,730	566240730	74.3%	T
`job_history.num_sources`	566,240,730	566240730	74.3%	T
`job_history.title`	561,505,742	561505742	73.7%	T
`job_last_updated`	527,786,298	527786298	69.2%
`job_last_verified`	527,786,298	527786298	69.2%
`job_onet_broad_occupation`	233,177,810	233177810	30.6%	T
`job_onet_code`	233,177,810	233177810	30.6%	T
`job_onet_major_group`	233,177,810	233177810	30.6%	T
`job_onet_minor_group`	233,177,810	233177810	30.6%	T
`job_onet_specific_occupation`	233,177,810	233177810	30.6%	T
`job_onet_specific_occupation_detail`	92,471,027	92471027	12.1%	T
`job_start_date`	197,450,696	197450696	25.9%
`job_summary`	47,124,647	47124647	6.2%	T
`job_title`	520,214,065	520214065	68.2%
`job_title_levels`	120,577,122	120577122	15.8%
`job_title_role`	168,318,392	168318392	22.1%
`job_title_sub_role`	97,890,548	97890548	12.8%
`languages`	71,283,138	71283138	9.4%	T
`languages.name`	71,283,138	71283138	9.4%	T
`languages.proficiency`	16,950,555	16950555	2.2%	T
`last_initial`	762,372,115	762372115	100.0%
`last_name`	751,350,694	751350694	98.6%
`linkedin_connections`	501,351,747	501351747	65.8%	T
`linkedin_id`	473,579,816	473579816	62.1%
`linkedin_url`	762,372,115	762372115	100.0%
`linkedin_username`	762,372,115	762372115	100.0%
`location_address_line_2`	4,572,729	4572729	0.6%
`location_continent`	683,491,621	683491621	89.7%
`location_country`	683,463,173	683463173	89.6%
`location_geo`	404,291,917	404291917	53.0%
`location_last_updated`	650,977,513	650977513	85.4%
`location_locality`	418,292,655	418292655	54.9%
`location_metro`	144,347,787	144347787	18.9%
`location_name`	683,491,621	683491621	89.7%
`location_names`	422,863,959	422863959	55.5%
`location_postal_code`	26,839,011	26839011	3.5%
`location_region`	464,491,118	464491118	60.9%
`location_street_address`	26,808,722	26808722	3.5%
`middle_initial`	135,314,880	135314880	17.7%
`middle_name`	122,091,485	122091485	16.0%
`mobile_phone`	17,689,121	17689121	2.3%
`name_aliases`	23,450,924	23450924	3.1%	T
`num_records`	762,372,115	762372115	100.0%	T
`num_sources`	762,372,115	762372115	100.0%	T
`personal_emails`	93,683,108	93683108	12.3%
`phone_numbers`	44,256,512	44256512	5.8%
`phones`	44,256,512	44256512	5.8%	T
`phones.first_seen`	44,256,512	44256512	5.8%	T
`phones.last_seen`	44,256,512	44256512	5.8%	T
`phones.num_sources`	44,256,512	44256512	5.8%	T
`phones.number`	44,256,512	44256512	5.8%	T
`possible_birth_dates`	8,198,581	8198581	1.1%	T
`possible_emails`	64,425,919	64425919	8.5%	T
`possible_emails.address`	64,425,919	64425919	8.5%	T
`possible_emails.first_seen`	64,425,919	64425919	8.5%	T
`possible_emails.last_seen`	64,425,919	64425919	8.5%	T
`possible_emails.num_sources`	64,425,919	64425919	8.5%	T
`possible_emails.type`	53,222,814	53222814	7.0%	T
`possible_location_names`	217,889,046	217889046	28.6%	T
`possible_phones`	24,571,842	24571842	3.2%	T
`possible_phones.first_seen`	24,571,842	24571842	3.2%	T
`possible_phones.last_seen`	24,571,842	24571842	3.2%	T
`possible_phones.num_sources`	24,571,842	24571842	3.2%	T
`possible_phones.number`	24,571,842	24571842	3.2%	T
`possible_profiles`	18,158,790	18158790	2.4%	T
`possible_profiles.first_seen`	18,158,790	18158790	2.4%	T
`possible_profiles.id`	12,264,813	12264813	1.6%	T
`possible_profiles.last_seen`	18,158,790	18158790	2.4%	T
`possible_profiles.network`	18,158,790	18158790	2.4%	T
`possible_profiles.num_sources`	18,158,790	18158790	2.4%	T
`possible_profiles.url`	18,146,080	18146080	2.4%	T
`possible_profiles.username`	17,165,007	17165007	2.3%	T
`possible_street_addresses`	8,635,726	8635726	1.1%	T
`possible_street_addresses.address_line_2`	3,690,396	3690396	0.5%	T
`possible_street_addresses.continent`	8,635,726	8635726	1.1%	T
`possible_street_addresses.country`	8,635,726	8635726	1.1%	T
`possible_street_addresses.first_seen`	8,635,726	8635726	1.1%	T
`possible_street_addresses.geo`	8,609,710	8609710	1.1%	T
`possible_street_addresses.last_seen`	8,635,726	8635726	1.1%	T
`possible_street_addresses.locality`	8,635,726	8635726	1.1%	T
`possible_street_addresses.metro`	7,985,459	7985459	1.0%	T
`possible_street_addresses.name`	8,635,726	8635726	1.1%	T
`possible_street_addresses.num_sources`	8,635,726	8635726	1.1%	T
`possible_street_addresses.postal_code`	8,587,282	8587282	1.1%	T
`possible_street_addresses.region`	8,635,726	8635726	1.1%	T
`possible_street_addresses.street_address`	8,635,726	8635726	1.1%	T
`profiles`	762,372,115	762372115	100.0%
`profiles.first_seen`	762,372,115	762372115	100.0%	T
`profiles.id`	477,389,280	477389280	62.6%
`profiles.last_seen`	762,372,115	762372115	100.0%	T
`profiles.network`	762,372,115	762372115	100.0%
`profiles.num_sources`	762,372,115	762372115	100.0%	T
`profiles.url`	762,372,115	762372115	100.0%
`profiles.username`	762,372,115	762372115	100.0%
`recommended_personal_email`	93,678,597	93678597	12.3%
`regions`	468,105,318	468105318	61.4%
`skills`	145,311,200	145311200	19.1%
`street_addresses`	35,308,772	35308772	4.6%
`street_addresses.address_line_2`	16,385,405	16385405	2.1%
`street_addresses.continent`	35,308,772	35308772	4.6%
`street_addresses.country`	35,308,772	35308772	4.6%
`street_addresses.first_seen`	35,308,772	35308772	4.6%	T
`street_addresses.geo`	35,144,851	35144851	4.6%
`street_addresses.last_seen`	35,308,772	35308772	4.6%	T
`street_addresses.locality`	35,308,772	35308772	4.6%
`street_addresses.metro`	32,877,549	32877549	4.3%
`street_addresses.name`	35,308,772	35308772	4.6%
`street_addresses.num_sources`	35,308,772	35308772	4.6%	T
`street_addresses.postal_code`	35,181,731	35181731	4.6%
`street_addresses.region`	35,308,772	35308772	4.6%
`street_addresses.street_address`	35,308,772	35308772	4.6%
`summary`	235,026,244	235026244	30.8%	T
`twitter_url`	9,888,296	9888296	1.3%
`twitter_username`	9,888,296	9888296	1.3%
`work_email`	90,032,417	90032417	11.8%

Stats shown are accurate as of data version 23.2