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. 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	Premium Field
`Total`	721,091,212	721091212	100.0%
`birth_date`	8,953,517	8953517	1.2%
`birth_year`	17,375,001	17375001	2.4%
`certifications`	51,547,639	51547639	7.1%	T
`certifications.end_date`	37,882,617	37882617	5.3%	T
`certifications.name`	51,547,639	51547639	7.1%	T
`certifications.organization`	50,007,438	50007438	6.9%	T
`certifications.start_date`	41,624,268	41624268	5.8%	T
`countries`	704,770,849	704770849	97.7%
`education`	291,208,389	291208389	40.4%
`education.degrees`	154,572,117	154572117	21.4%
`education.end_date`	246,853,300	246853300	34.2%
`education.gpa`	8,850,741	8850741	1.2%
`education.majors`	179,385,086	179385086	24.9%
`education.minors`	1,550,690	1550690	0.2%
`education.raw`	247,550,762	247550762	34.3%	T
`education.school`	278,627,120	278627120	38.6%
`education.school.domain`	223,498,750	223498750	31.0%
`education.school.facebook_url`	163,488,290	163488290	22.7%
`education.school.id`	228,865,518	228865518	31.7%
`education.school.linkedin_id`	192,780,773	192780773	26.7%
`education.school.linkedin_url`	228,516,397	228516397	31.7%
`education.school.location`	219,407,251	219407251	30.4%
`education.school.location.continent`	219,407,251	219407251	30.4%
`education.school.location.country`	219,395,610	219395610	30.4%
`education.school.location.locality`	155,553,223	155553223	21.6%
`education.school.location.name`	219,407,251	219407251	30.4%
`education.school.location.region`	187,789,073	187789073	26.0%
`education.school.name`	278,616,554	278616554	38.6%
`education.school.raw`	277,238,544	277238544	38.4%	T
`education.school.twitter_url`	155,202,741	155202741	21.5%
`education.school.type`	264,759,669	264759669	36.7%
`education.school.website`	223,498,750	223498750	31.0%
`education.start_date`	249,952,801	249952801	34.7%
`education.summary`	48,801,645	48801645	6.8%	T
`emails`	203,737,899	203737899	28.3%
`emails.address`	203,737,899	203737899	28.3%
`emails.first_seen`	203,737,899	203737899	28.3%	T
`emails.last_seen`	203,737,899	203737899	28.3%	T
`emails.num_sources`	203,737,899	203737899	28.3%	T
`emails.type`	185,459,725	185459725	25.7%
`experience`	517,084,969	517084969	71.7%
`experience.company`	489,503,039	489503039	67.9%
`experience.company.facebook_url`	237,193,820	237193820	32.9%
`experience.company.founded`	296,236,069	296236069	41.1%
`experience.company.id`	370,463,259	370463259	51.4%
`experience.company.industry`	353,181,100	353181100	49.0%
`experience.company.linkedin_id`	369,750,903	369750903	51.3%
`experience.company.linkedin_url`	370,463,259	370463259	51.4%
`experience.company.location`	354,440,757	354440757	49.2%
`experience.company.location.address_line_2`	34,680,919	34680919	4.8%
`experience.company.location.continent`	354,440,757	354440757	49.2%
`experience.company.location.country`	354,435,962	354435962	49.2%
`experience.company.location.geo`	294,257,139	294257139	40.8%
`experience.company.location.locality`	292,011,668	292011668	40.5%
`experience.company.location.metro`	140,594,162	140594162	19.5%
`experience.company.location.name`	354,440,757	354440757	49.2%
`experience.company.location.postal_code`	150,163,661	150163661	20.8%
`experience.company.location.region`	319,580,452	319580452	44.3%
`experience.company.location.street_address`	167,517,601	167517601	23.2%
`experience.company.name`	489,503,039	489503039	67.9%
`experience.company.raw`	489,300,676	489300676	67.9%	T
`experience.company.size`	370,463,259	370463259	51.4%
`experience.company.ticker`	87,788,121	87788121	12.2%	T
`experience.company.twitter_url`	234,923,518	234923518	32.6%
`experience.company.type`	370,463,259	370463259	51.4%	T
`experience.company.website`	341,261,203	341261203	47.3%
`experience.end_date`	224,836,744	224836744	31.2%
`experience.first_seen`	517,084,969	517084969	71.7%	T
`experience.is_primary`	517,084,969	517084969	71.7%
`experience.last_seen`	517,084,969	517084969	71.7%	T
`experience.location_names`	176,679,467	176679467	24.5%
`experience.num_sources`	517,084,969	517084969	71.7%	T
`experience.start_date`	315,481,793	315481793	43.8%
`experience.summary`	132,897,515	132897515	18.4%	T
`experience.title`	514,997,101	514997101	71.4%
`experience.title.levels`	176,209,321	176209321	24.4%
`experience.title.name`	514,997,101	514997101	71.4%
`experience.title.raw`	514,997,101	514997101	71.4%	T
`experience.title.role`	232,520,072	232520072	32.2%
`experience.title.sub_role`	160,593,925	160593925	22.3%
`facebook_friends`	6,596,941	6596941	0.9%	T
`facebook_id`	31,769,540	31769540	4.4%
`facebook_url`	30,806,420	30806420	4.3%
`facebook_username`	30,806,420	30806420	4.3%
`first_name`	721,091,212	721091212	100.0%
`first_seen`	721,091,212	721091212	100.0%	T
`full_name`	721,091,212	721091212	100.0%
`github_url`	1,014,701	1014701	0.1%
`github_username`	1,014,701	1014701	0.1%
`id`	721,091,212	721091212	100.0%
`industry`	401,818,851	401818851	55.7%
`inferred_salary`	246,174,427	246174427	34.1%	T
`inferred_years_experience`	311,147,675	311147675	43.1%	T
`interests`	34,971,292	34971292	4.8%
`job_company_12mo_employee_growth_rate`	288,539,035	288539035	40.0%
`job_company_employee_count`	292,624,354	292624354	40.6%
`job_company_facebook_url`	146,287,128	146287128	20.3%
`job_company_founded`	210,075,954	210075954	29.1%
`job_company_id`	292,624,354	292624354	40.6%
`job_company_industry`	269,483,115	269483115	37.4%
`job_company_inferred_revenue`	292,624,354	292624354	40.6%
`job_company_linkedin_id`	291,788,320	291788320	40.5%
`job_company_linkedin_url`	292,624,354	292624354	40.6%
`job_company_location_address_line_2`	13,912,290	13912290	1.9%
`job_company_location_continent`	275,130,541	275130541	38.2%
`job_company_location_country`	275,123,373	275123373	38.2%
`job_company_location_geo`	205,646,769	205646769	28.5%
`job_company_location_locality`	204,880,859	204880859	28.4%
`job_company_location_metro`	89,199,620	89199620	12.4%
`job_company_location_name`	275,130,541	275130541	38.2%
`job_company_location_postal_code`	96,381,355	96381355	13.4%
`job_company_location_region`	234,169,272	234169272	32.5%
`job_company_location_street_address`	103,978,042	103978042	14.4%
`job_company_name`	431,746,823	431746823	59.9%
`job_company_size`	292,624,354	292624354	40.6%
`job_company_ticker`	42,694,043	42694043	5.9%	T
`job_company_total_funding_raised`	50,049,819	50049819	6.9%
`job_company_twitter_url`	146,019,390	146019390	20.2%
`job_company_type`	292,624,354	292624354	40.6%	T
`job_company_website`	259,151,864	259151864	35.9%
`job_history`	517,170,906	517170906	71.7%	T
`job_history.company_id`	374,407,732	374407732	51.9%	T
`job_history.company_name`	489,977,242	489977242	67.9%	T
`job_history.first_seen`	517,170,906	517170906	71.7%	T
`job_history.last_seen`	517,170,906	517170906	71.7%	T
`job_history.num_sources`	517,170,906	517170906	71.7%	T
`job_history.title`	515,203,324	515203324	71.4%	T
`job_last_changed`	461,466,798	461466798	64.0%	T
`job_last_verified`	461,466,798	461466798	64.0%	T
`job_onet_broad_occupation`	213,216,080	213216080	29.6%	T
`job_onet_code`	213,216,080	213216080	29.6%	T
`job_onet_major_group`	213,216,080	213216080	29.6%	T
`job_onet_minor_group`	213,216,080	213216080	29.6%	T
`job_onet_specific_occupation`	213,216,080	213216080	29.6%	T
`job_onet_specific_occupation_detail`	83,951,828	83951828	11.6%	T
`job_start_date`	262,386,357	262386357	36.4%
`job_summary`	58,806,885	58806885	8.2%	T
`job_title`	459,653,402	459653402	63.7%
`job_title_levels`	116,340,006	116340006	16.1%
`job_title_role`	152,400,934	152400934	21.1%
`job_title_sub_role`	88,768,173	88768173	12.3%
`languages`	77,941,959	77941959	10.8%	T
`languages.name`	77,941,959	77941959	10.8%	T
`languages.proficiency`	20,600,838	20600838	2.9%	T
`last_initial`	721,091,212	721091212	100.0%
`last_name`	710,237,998	710237998	98.5%
`linkedin_connections`	504,020,877	504020877	69.9%	T
`linkedin_id`	496,946,188	496946188	68.9%
`linkedin_url`	721,091,212	721091212	100.0%
`linkedin_username`	721,091,212	721091212	100.0%
`location_address_line_2`	4,793,785	4793785	0.7%
`location_continent`	704,774,601	704774601	97.7%
`location_country`	704,761,313	704761313	97.7%
`location_geo`	423,731,408	423731408	58.8%
`location_last_updated`	689,301,148	689301148	95.6%
`location_locality`	425,102,039	425102039	59.0%
`location_metro`	137,593,429	137593429	19.1%
`location_name`	704,774,601	704774601	97.7%
`location_names`	430,390,627	430390627	59.7%
`location_postal_code`	27,569,079	27569079	3.8%
`location_region`	483,867,423	483867423	67.1%
`location_street_address`	27,562,504	27562504	3.8%
`middle_initial`	118,084,060	118084060	16.4%
`middle_name`	104,633,692	104633692	14.5%
`mobile_phone`	53,145,648	53145648	7.4%
`name_aliases`	36,551,556	36551556	5.1%	T
`num_records`	721,091,212	721091212	100.0%	T
`num_sources`	721,091,212	721091212	100.0%	T
`personal_emails`	93,512,131	93512131	13.0%
`phone_numbers`	76,973,049	76973049	10.7%
`phones`	76,973,049	76973049	10.7%	T
`phones.first_seen`	76,973,049	76973049	10.7%	T
`phones.last_seen`	76,973,049	76973049	10.7%	T
`phones.num_sources`	76,973,049	76973049	10.7%	T
`phones.number`	76,973,049	76973049	10.7%	T
`possible_birth_dates`	8,988,274	8988274	1.2%	T
`possible_emails`	60,774,258	60774258	8.4%	T
`possible_emails.address`	60,774,258	60774258	8.4%	T
`possible_emails.first_seen`	60,774,258	60774258	8.4%	T
`possible_emails.last_seen`	60,774,258	60774258	8.4%	T
`possible_emails.num_sources`	60,774,258	60774258	8.4%	T
`possible_emails.type`	50,078,464	50078464	6.9%	T
`possible_location_names`	270,480,305	270480305	37.5%	T
`possible_phones`	26,063,649	26063649	3.6%	T
`possible_phones.first_seen`	26,063,649	26063649	3.6%	T
`possible_phones.last_seen`	26,063,649	26063649	3.6%	T
`possible_phones.num_sources`	26,063,649	26063649	3.6%	T
`possible_phones.number`	26,063,649	26063649	3.6%	T
`possible_profiles`	16,399,613	16399613	2.3%	T
`possible_profiles.first_seen`	16,399,613	16399613	2.3%	T
`possible_profiles.id`	11,401,683	11401683	1.6%	T
`possible_profiles.last_seen`	16,399,613	16399613	2.3%	T
`possible_profiles.network`	16,399,613	16399613	2.3%	T
`possible_profiles.num_sources`	16,399,613	16399613	2.3%	T
`possible_profiles.url`	16,389,088	16389088	2.3%	T
`possible_profiles.username`	15,453,856	15453856	2.1%	T
`possible_street_addresses`	10,905,954	10905954	1.5%	T
`possible_street_addresses.address_line_2`	3,821,018	3821018	0.5%	T
`possible_street_addresses.continent`	10,905,954	10905954	1.5%	T
`possible_street_addresses.country`	10,905,954	10905954	1.5%	T
`possible_street_addresses.first_seen`	10,905,954	10905954	1.5%	T
`possible_street_addresses.geo`	10,873,991	10873991	1.5%	T
`possible_street_addresses.last_seen`	10,905,954	10905954	1.5%	T
`possible_street_addresses.locality`	10,905,954	10905954	1.5%	T
`possible_street_addresses.metro`	9,953,275	9953275	1.4%	T
`possible_street_addresses.name`	10,905,954	10905954	1.5%	T
`possible_street_addresses.num_sources`	10,905,954	10905954	1.5%	T
`possible_street_addresses.postal_code`	10,858,396	10858396	1.5%	T
`possible_street_addresses.region`	10,905,954	10905954	1.5%	T
`possible_street_addresses.street_address`	10,905,954	10905954	1.5%	T
`profiles`	721,091,212	721091212	100.0%
`profiles.first_seen`	721,091,212	721091212	100.0%	T
`profiles.id`	499,918,968	499918968	69.3%
`profiles.last_seen`	721,091,212	721091212	100.0%	T
`profiles.network`	721,091,212	721091212	100.0%
`profiles.num_sources`	721,091,212	721091212	100.0%	T
`profiles.url`	721,091,212	721091212	100.0%
`profiles.username`	721,091,212	721091212	100.0%
`recommended_personal_email`	93,507,681	93507681	13.0%
`regions`	488,026,276	488026276	67.7%
`sex`	505,349,052	505349052	70.1%
`skills`	144,844,822	144844822	20.1%
`street_addresses`	35,957,899	35957899	5.0%
`street_addresses.address_line_2`	16,777,939	16777939	2.3%
`street_addresses.continent`	35,957,899	35957899	5.0%
`street_addresses.country`	35,957,899	35957899	5.0%
`street_addresses.first_seen`	35,957,899	35957899	5.0%	T
`street_addresses.geo`	35,813,328	35813328	5.0%
`street_addresses.last_seen`	35,957,899	35957899	5.0%	T
`street_addresses.locality`	35,957,899	35957899	5.0%
`street_addresses.metro`	33,526,158	33526158	4.6%
`street_addresses.name`	35,957,899	35957899	5.0%
`street_addresses.num_sources`	35,957,899	35957899	5.0%	T
`street_addresses.postal_code`	35,843,129	35843129	5.0%
`street_addresses.region`	35,957,899	35957899	5.0%
`street_addresses.street_address`	35,957,899	35957899	5.0%
`summary`	112,205,163	112205163	15.6%	T
`twitter_url`	11,774,688	11774688	1.6%
`twitter_username`	11,774,688	11774688	1.6%
`work_email`	84,019,106	84019106	11.7%

Stats shown are accurate as of data version 27.0