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`	764,120,525	764120525	100.0%
`birth_date`	9,914,154	9914154	1.3%
`birth_year`	16,154,489	16154489	2.1%
`certifications`	60,646,185	60646185	7.9%
`certifications.end_date`	47,802,171	47802171	6.3%
`certifications.name`	60,646,185	60646185	7.9%
`certifications.organization`	59,509,295	59509295	7.8%
`certifications.start_date`	50,502,569	50502569	6.6%
`countries`	752,693,967	752693967	98.5%
`education`	314,801,590	314801590	41.2%
`education.degrees`	165,272,735	165272735	21.6%
`education.end_date`	271,494,498	271494498	35.5%
`education.gpa`	10,177,973	10177973	1.3%
`education.majors`	201,151,484	201151484	26.3%
`education.minors`	1,586,815	1586815	0.2%
`education.raw`	268,560,686	268560686	35.1%
`education.school`	303,204,716	303204716	39.7%
`education.school.domain`	261,241,834	261241834	34.2%
`education.school.facebook_url`	194,581,515	194581515	25.5%
`education.school.id`	268,160,770	268160770	35.1%
`education.school.linkedin_id`	268,160,770	268160770	35.1%
`education.school.linkedin_url`	268,160,770	268160770	35.1%
`education.school.location`	252,074,275	252074275	33.0%
`education.school.location.continent`	252,074,275	252074275	33.0%
`education.school.location.country`	252,074,168	252074168	33.0%
`education.school.location.locality`	216,847,815	216847815	28.4%
`education.school.location.name`	252,074,275	252074275	33.0%
`education.school.location.region`	239,897,670	239897670	31.4%
`education.school.name`	303,161,220	303161220	39.7%
`education.school.raw`	303,204,716	303204716	39.7%
`education.school.twitter_url`	184,779,673	184779673	24.2%
`education.school.type`	292,615,046	292615046	38.3%
`education.school.website`	261,241,834	261241834	34.2%
`education.start_date`	276,567,184	276567184	36.2%
`education.summary`	62,297,608	62297608	8.2%
`emails`	201,066,387	201066387	26.3%
`emails.address`	201,066,387	201066387	26.3%
`emails.first_seen`	201,066,387	201066387	26.3%
`emails.last_seen`	201,066,387	201066387	26.3%
`emails.num_sources`	201,066,387	201066387	26.3%
`emails.type`	183,506,266	183506266	24.0%
`experience`	548,882,321	548882321	71.8%
`experience.company`	521,729,333	521729333	68.3%
`experience.company.facebook_url`	259,169,878	259169878	33.9%
`experience.company.founded`	322,543,369	322543369	42.2%
`experience.company.id`	399,202,805	399202805	52.2%
`experience.company.industry`	387,166,918	387166918	50.7%
`experience.company.linkedin_id`	399,202,805	399202805	52.2%
`experience.company.linkedin_url`	399,202,805	399202805	52.2%
`experience.company.location`	382,586,123	382586123	50.1%
`experience.company.location.address_line_2`	68,304,279	68304279	8.9%
`experience.company.location.continent`	381,936,086	381936086	50.0%
`experience.company.location.country`	382,579,427	382579427	50.1%
`experience.company.location.geo`	325,806,447	325806447	42.6%
`experience.company.location.locality`	331,213,097	331213097	43.3%
`experience.company.location.metro`	148,455,169	148455169	19.4%
`experience.company.location.name`	382,586,123	382586123	50.1%
`experience.company.location.postal_code`	288,810,102	288810102	37.8%
`experience.company.location.region`	354,597,265	354597265	46.4%
`experience.company.location.street_address`	301,684,812	301684812	39.5%
`experience.company.name`	521,729,333	521729333	68.3%
`experience.company.raw`	521,727,162	521727162	68.3%
`experience.company.size`	399,202,805	399202805	52.2%
`experience.company.ticker`	95,819,865	95819865	12.5%
`experience.company.twitter_url`	252,972,722	252972722	33.1%
`experience.company.type`	399,202,805	399202805	52.2%
`experience.company.website`	368,014,648	368014648	48.2%
`experience.end_date`	242,703,530	242703530	31.8%
`experience.first_seen`	548,882,321	548882321	71.8%
`experience.is_primary`	548,882,321	548882321	71.8%
`experience.last_seen`	548,882,321	548882321	71.8%
`experience.location_names`	230,192,886	230192886	30.1%
`experience.num_sources`	548,882,321	548882321	71.8%
`experience.start_date`	336,383,868	336383868	44.0%
`experience.summary`	157,478,546	157478546	20.6%
`experience.title`	546,963,996	546963996	71.6%
`experience.title.class`	361,736,507	361736507	47.3%
`experience.title.levels`	188,335,352	188335352	24.6%
`experience.title.name`	546,963,996	546963996	71.6%
`experience.title.raw`	546,963,996	546963996	71.6%
`experience.title.role`	361,736,507	361736507	47.3%
`experience.title.sub_role`	316,902,055	316902055	41.5%
`facebook_friends`	6,421,221	6421221	0.8%
`facebook_id`	31,273,739	31273739	4.1%
`facebook_url`	30,335,243	30335243	4.0%
`facebook_username`	30,335,243	30335243	4.0%
`first_name`	764,120,525	764120525	100.0%
`first_seen`	764,120,525	764120525	100.0%
`full_name`	764,120,525	764120525	100.0%
`github_url`	983,953	983953	0.1%
`github_username`	983,953	983953	0.1%
`headline`	76,751,762	76751762	10.0%
`id`	764,120,525	764120525	100.0%
`industry`	401,827,439	401827439	52.6%
`inferred_salary`	259,607,920	259607920	34.0%
`inferred_years_experience`	332,584,144	332584144	43.5%
`interests`	35,716,823	35716823	4.7%
`job_company_12mo_employee_growth_rate`	309,419,363	309419363	40.5%
`job_company_employee_count`	313,698,678	313698678	41.1%
`job_company_facebook_url`	158,085,913	158085913	20.7%
`job_company_founded`	227,009,329	227009329	29.7%
`job_company_id`	313,725,128	313725128	41.1%
`job_company_industry`	300,721,830	300721830	39.4%
`job_company_inferred_revenue`	313,698,678	313698678	41.1%
`job_company_linkedin_id`	313,725,128	313725128	41.1%
`job_company_linkedin_url`	313,725,128	313725128	41.1%
`job_company_location_address_line_2`	27,562,437	27562437	3.6%
`job_company_location_continent`	293,962,148	293962148	38.5%
`job_company_location_country`	294,780,169	294780169	38.6%
`job_company_location_geo`	227,943,342	227943342	29.8%
`job_company_location_locality`	234,508,672	234508672	30.7%
`job_company_location_metro`	90,303,465	90303465	11.8%
`job_company_location_name`	294,790,672	294790672	38.6%
`job_company_location_postal_code`	194,980,911	194980911	25.5%
`job_company_location_region`	263,535,319	263535319	34.5%
`job_company_location_street_address`	204,120,908	204120908	26.7%
`job_company_name`	458,409,451	458409451	60.0%
`job_company_size`	313,725,128	313725128	41.1%
`job_company_ticker`	46,801,729	46801729	6.1%
`job_company_total_funding_raised`	62,321,020	62321020	8.2%
`job_company_twitter_url`	154,490,443	154490443	20.2%
`job_company_type`	313,725,128	313725128	41.1%
`job_company_website`	277,419,451	277419451	36.3%
`job_history`	548,960,905	548960905	71.8%
`job_history.company_id`	402,520,409	402520409	52.7%
`job_history.company_name`	522,134,726	522134726	68.3%
`job_history.first_seen`	548,960,905	548960905	71.8%
`job_history.last_seen`	548,960,905	548960905	71.8%
`job_history.num_sources`	548,960,905	548960905	71.8%
`job_history.title`	547,064,973	547064973	71.6%
`job_last_changed`	487,432,420	487432420	63.8%
`job_last_verified`	487,432,420	487432420	63.8%
`job_onet_broad_occupation`	222,802,105	222802105	29.2%
`job_onet_code`	222,802,105	222802105	29.2%
`job_onet_major_group`	222,802,105	222802105	29.2%
`job_onet_minor_group`	222,802,105	222802105	29.2%
`job_onet_specific_occupation`	222,802,105	222802105	29.2%
`job_onet_specific_occupation_detail`	88,261,219	88261219	11.6%
`job_start_date`	277,145,736	277145736	36.3%
`job_summary`	68,363,880	68363880	8.9%
`job_title`	485,818,155	485818155	63.6%
`job_title_class`	271,806,022	271806022	35.6%
`job_title_levels`	122,363,940	122363940	16.0%
`job_title_role`	271,806,022	271806022	35.6%
`job_title_sub_role`	221,733,696	221733696	29.0%
`languages`	83,287,605	83287605	10.9%
`languages.name`	83,287,605	83287605	10.9%
`languages.proficiency`	22,662,912	22662912	3.0%
`last_initial`	764,120,525	764120525	100.0%
`last_name`	751,713,615	751713615	98.4%
`linkedin_connections`	472,201,916	472201916	61.8%
`linkedin_id`	476,523,054	476523054	62.4%
`linkedin_url`	706,337,121	706337121	92.4%
`linkedin_username`	706,337,121	706337121	92.4%
`location_address_line_2`	3,617,853	3617853	0.5%
`location_continent`	752,707,086	752707086	98.5%
`location_country`	752,652,502	752652502	98.5%
`location_geo`	497,420,196	497420196	65.1%
`location_last_updated`	730,295,979	730295979	95.6%
`location_locality`	511,496,071	511496071	66.9%
`location_metro`	140,852,207	140852207	18.4%
`location_name`	752,707,086	752707086	98.5%
`location_names`	511,496,071	511496071	66.9%
`location_postal_code`	27,140,590	27140590	3.6%
`location_region`	551,655,672	551655672	72.2%
`location_street_address`	27,179,507	27179507	3.6%
`middle_initial`	125,410,627	125410627	16.4%
`middle_name`	112,004,560	112004560	14.7%
`mobile_phone`	56,133,632	56133632	7.3%
`name_aliases`	39,641,259	39641259	5.2%
`num_records`	764,120,525	764120525	100.0%
`num_sources`	764,120,525	764120525	100.0%
`personal_emails`	91,767,314	91767314	12.0%
`phone_numbers`	79,527,021	79527021	10.4%
`phones`	79,527,021	79527021	10.4%
`phones.first_seen`	79,527,021	79527021	10.4%
`phones.last_seen`	79,527,021	79527021	10.4%
`phones.num_sources`	79,527,021	79527021	10.4%
`phones.number`	79,527,021	79527021	10.4%
`possible_birth_dates`	8,131,873	8131873	1.1%
`possible_emails`	73,474,435	73474435	9.6%
`possible_emails.address`	73,474,435	73474435	9.6%
`possible_emails.first_seen`	73,474,435	73474435	9.6%
`possible_emails.last_seen`	73,474,435	73474435	9.6%
`possible_emails.num_sources`	73,474,435	73474435	9.6%
`possible_emails.type`	63,601,507	63601507	8.3%
`possible_location_names`	314,174,394	314174394	41.1%
`possible_phones`	22,416,514	22416514	2.9%
`possible_phones.first_seen`	22,416,514	22416514	2.9%
`possible_phones.last_seen`	22,416,514	22416514	2.9%
`possible_phones.num_sources`	22,416,514	22416514	2.9%
`possible_phones.number`	22,416,514	22416514	2.9%
`possible_profiles`	15,592,329	15592329	2.0%
`possible_profiles.first_seen`	15,592,329	15592329	2.0%
`possible_profiles.id`	11,059,575	11059575	1.4%
`possible_profiles.last_seen`	15,592,329	15592329	2.0%
`possible_profiles.network`	15,592,329	15592329	2.0%
`possible_profiles.num_sources`	15,592,329	15592329	2.0%
`possible_profiles.url`	15,592,329	15592329	2.0%
`possible_profiles.username`	14,740,068	14740068	1.9%
`possible_street_addresses`	10,333,634	10333634	1.4%
`possible_street_addresses.address_line_2`	3,682,092	3682092	0.5%
`possible_street_addresses.continent`	10,333,634	10333634	1.4%
`possible_street_addresses.country`	10,333,632	10333632	1.4%
`possible_street_addresses.first_seen`	10,333,634	10333634	1.4%
`possible_street_addresses.geo`	10,266,583	10266583	1.3%
`possible_street_addresses.last_seen`	10,333,634	10333634	1.4%
`possible_street_addresses.locality`	10,325,263	10325263	1.4%
`possible_street_addresses.metro`	9,380,534	9380534	1.2%
`possible_street_addresses.name`	10,333,634	10333634	1.4%
`possible_street_addresses.num_sources`	10,333,634	10333634	1.4%
`possible_street_addresses.postal_code`	10,296,387	10296387	1.3%
`possible_street_addresses.region`	10,333,438	10333438	1.4%
`possible_street_addresses.street_address`	10,333,634	10333634	1.4%
`profiles`	764,120,525	764120525	100.0%
`profiles.first_seen`	764,120,525	764120525	100.0%
`profiles.id`	504,822,662	504822662	66.1%
`profiles.last_seen`	764,120,525	764120525	100.0%
`profiles.network`	764,120,525	764120525	100.0%
`profiles.num_sources`	764,120,525	764120525	100.0%
`profiles.url`	764,120,525	764120525	100.0%
`profiles.username`	764,120,525	764120525	100.0%
`recommended_personal_email`	91,765,498	91765498	12.0%
`regions`	555,171,604	555171604	72.7%
`sex`	535,039,309	535039309	70.0%
`skills`	136,789,438	136789438	17.9%
`street_addresses`	35,167,689	35167689	4.6%
`street_addresses.address_line_2`	16,827,489	16827489	2.2%
`street_addresses.continent`	35,167,689	35167689	4.6%
`street_addresses.country`	35,167,648	35167648	4.6%
`street_addresses.first_seen`	35,167,689	35167689	4.6%
`street_addresses.geo`	34,136,199	34136199	4.5%
`street_addresses.last_seen`	35,167,689	35167689	4.6%
`street_addresses.locality`	34,322,923	34322923	4.5%
`street_addresses.metro`	31,553,441	31553441	4.1%
`street_addresses.name`	35,167,689	35167689	4.6%
`street_addresses.num_sources`	35,167,689	35167689	4.6%
`street_addresses.postal_code`	34,327,257	34327257	4.5%
`street_addresses.region`	35,109,695	35109695	4.6%
`street_addresses.street_address`	35,167,689	35167689	4.6%
`summary`	146,344,380	146344380	19.2%
`twitter_url`	12,601,263	12601263	1.6%
`twitter_username`	12,601,263	12601263	1.6%
`work_email`	83,084,046	83084046	10.9%

Stats shown are accurate as of data version 30.2