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`	769,217,454	769217454	100.0%
`birth_date`	9,899,976	9899976	1.3%
`birth_year`	16,117,481	16117481	2.1%
`certifications`	61,281,507	61281507	8.0%
`certifications.end_date`	48,413,568	48413568	6.3%
`certifications.name`	61,281,507	61281507	8.0%
`certifications.organization`	60,152,648	60152648	7.8%
`certifications.start_date`	51,117,040	51117040	6.6%
`countries`	758,689,059	758689059	98.6%
`education`	337,739,902	337739902	43.9%
`education.degrees`	166,312,301	166312301	21.6%
`education.end_date`	290,317,517	290317517	37.7%
`education.gpa`	10,428,080	10428080	1.4%
`education.majors`	202,775,414	202775414	26.4%
`education.minors`	1,604,360	1604360	0.2%
`education.raw`	281,404,982	281404982	36.6%
`education.school`	334,577,897	334577897	43.5%
`education.school.domain`	312,924,718	312924718	40.7%
`education.school.facebook_url`	222,085,263	222085263	28.9%
`education.school.id`	321,412,435	321412435	41.8%
`education.school.linkedin_id`	321,412,435	321412435	41.8%
`education.school.linkedin_url`	321,412,435	321412435	41.8%
`education.school.location`	305,082,841	305082841	39.7%
`education.school.location.continent`	305,082,841	305082841	39.7%
`education.school.location.country`	305,078,224	305078224	39.7%
`education.school.location.locality`	296,386,360	296386360	38.5%
`education.school.location.name`	305,082,841	305082841	39.7%
`education.school.location.region`	303,248,532	303248532	39.4%
`education.school.name`	334,548,858	334548858	43.5%
`education.school.raw`	334,577,897	334577897	43.5%
`education.school.twitter_url`	209,829,716	209829716	27.3%
`education.school.type`	332,246,040	332246040	43.2%
`education.school.website`	312,924,718	312924718	40.7%
`education.start_date`	295,803,867	295803867	38.5%
`education.summary`	65,775,195	65775195	8.6%
`emails`	200,972,594	200972594	26.1%
`emails.address`	200,972,594	200972594	26.1%
`emails.first_seen`	200,972,594	200972594	26.1%
`emails.last_seen`	200,972,594	200972594	26.1%
`emails.num_sources`	200,972,594	200972594	26.1%
`emails.type`	183,444,225	183444225	23.8%
`experience`	552,407,431	552407431	71.8%
`experience.company`	525,170,803	525170803	68.3%
`experience.company.facebook_url`	261,794,775	261794775	34.0%
`experience.company.founded`	324,861,261	324861261	42.2%
`experience.company.id`	402,102,805	402102805	52.3%
`experience.company.industry`	389,989,231	389989231	50.7%
`experience.company.linkedin_id`	402,102,805	402102805	52.3%
`experience.company.linkedin_url`	402,102,805	402102805	52.3%
`experience.company.location`	386,571,062	386571062	50.3%
`experience.company.location.address_line_2`	69,759,425	69759425	9.1%
`experience.company.location.continent`	385,919,864	385919864	50.2%
`experience.company.location.country`	386,568,366	386568366	50.3%
`experience.company.location.geo`	355,181,463	355181463	46.2%
`experience.company.location.locality`	361,288,180	361288180	47.0%
`experience.company.location.metro`	148,708,647	148708647	19.3%
`experience.company.location.name`	386,571,062	386571062	50.3%
`experience.company.location.postal_code`	333,962,168	333962168	43.4%
`experience.company.location.region`	369,974,094	369974094	48.1%
`experience.company.location.street_address`	305,450,682	305450682	39.7%
`experience.company.name`	525,170,803	525170803	68.3%
`experience.company.raw`	525,168,632	525168632	68.3%
`experience.company.size`	402,102,805	402102805	52.3%
`experience.company.ticker`	98,014,315	98014315	12.7%
`experience.company.twitter_url`	254,524,968	254524968	33.1%
`experience.company.type`	402,102,805	402102805	52.3%
`experience.company.website`	370,713,154	370713154	48.2%
`experience.end_date`	244,238,624	244238624	31.8%
`experience.first_seen`	552,407,431	552407431	71.8%
`experience.is_primary`	552,407,431	552407431	71.8%
`experience.last_seen`	552,407,431	552407431	71.8%
`experience.location_names`	234,186,101	234186101	30.4%
`experience.num_sources`	552,407,431	552407431	71.8%
`experience.start_date`	338,323,658	338323658	44.0%
`experience.summary`	159,234,828	159234828	20.7%
`experience.title`	550,488,717	550488717	71.6%
`experience.title.class`	364,005,754	364005754	47.3%
`experience.title.levels`	189,465,466	189465466	24.6%
`experience.title.name`	550,488,717	550488717	71.6%
`experience.title.raw`	550,488,717	550488717	71.6%
`experience.title.role`	364,005,754	364005754	47.3%
`experience.title.sub_role`	318,882,250	318882250	41.5%
`facebook_friends`	6,412,097	6412097	0.8%
`facebook_id`	31,240,681	31240681	4.1%
`facebook_url`	30,302,465	30302465	3.9%
`facebook_username`	30,302,465	30302465	3.9%
`first_name`	769,217,454	769217454	100.0%
`first_seen`	769,217,454	769217454	100.0%
`full_name`	769,217,454	769217454	100.0%
`github_url`	982,468	982468	0.1%
`github_username`	982,468	982468	0.1%
`headline`	78,560,417	78560417	10.2%
`id`	769,217,454	769217454	100.0%
`industry`	402,883,847	402883847	52.4%
`inferred_salary`	261,040,566	261040566	33.9%
`inferred_years_experience`	334,499,761	334499761	43.5%
`interests`	35,687,232	35687232	4.6%
`job_company_12mo_employee_growth_rate`	311,492,096	311492096	40.5%
`job_company_employee_count`	315,781,009	315781009	41.1%
`job_company_facebook_url`	159,730,613	159730613	20.8%
`job_company_founded`	228,441,229	228441229	29.7%
`job_company_id`	315,807,448	315807448	41.1%
`job_company_industry`	302,750,746	302750746	39.4%
`job_company_inferred_revenue`	315,781,009	315781009	41.1%
`job_company_linkedin_id`	315,807,448	315807448	41.1%
`job_company_linkedin_url`	315,807,448	315807448	41.1%
`job_company_location_address_line_2`	28,138,428	28138428	3.7%
`job_company_location_continent`	297,306,955	297306955	38.7%
`job_company_location_country`	298,133,311	298133311	38.8%
`job_company_location_geo`	263,619,106	263619106	34.3%
`job_company_location_locality`	270,801,555	270801555	35.2%
`job_company_location_metro`	92,560,317	92560317	12.0%
`job_company_location_name`	298,138,042	298138042	38.8%
`job_company_location_postal_code`	236,211,368	236211368	30.7%
`job_company_location_region`	281,568,944	281568944	36.6%
`job_company_location_street_address`	206,874,066	206874066	26.9%
`job_company_name`	461,273,793	461273793	60.0%
`job_company_size`	315,807,448	315807448	41.1%
`job_company_ticker`	48,062,519	48062519	6.2%
`job_company_total_funding_raised`	63,608,518	63608518	8.3%
`job_company_twitter_url`	155,239,370	155239370	20.2%
`job_company_type`	315,807,448	315807448	41.1%
`job_company_website`	279,286,955	279286955	36.3%
`job_history`	552,486,660	552486660	71.8%
`job_history.company_id`	405,423,597	405423597	52.7%
`job_history.company_name`	525,577,386	525577386	68.3%
`job_history.first_seen`	552,486,660	552486660	71.8%
`job_history.last_seen`	552,486,660	552486660	71.8%
`job_history.num_sources`	552,486,660	552486660	71.8%
`job_history.title`	550,590,325	550590325	71.6%
`job_last_changed`	490,396,452	490396452	63.8%
`job_last_verified`	490,396,452	490396452	63.8%
`job_onet_broad_occupation`	224,072,364	224072364	29.1%
`job_onet_code`	224,072,364	224072364	29.1%
`job_onet_major_group`	224,072,364	224072364	29.1%
`job_onet_minor_group`	224,072,364	224072364	29.1%
`job_onet_specific_occupation`	224,072,364	224072364	29.1%
`job_onet_specific_occupation_detail`	88,786,048	88786048	11.5%
`job_start_date`	278,503,354	278503354	36.2%
`job_summary`	70,151,044	70151044	9.1%
`job_title`	488,782,170	488782170	63.5%
`job_title_class`	273,329,947	273329947	35.5%
`job_title_levels`	123,022,500	123022500	16.0%
`job_title_role`	273,329,947	273329947	35.5%
`job_title_sub_role`	222,964,334	222964334	29.0%
`languages`	83,557,266	83557266	10.9%
`languages.name`	83,557,266	83557266	10.9%
`languages.proficiency`	22,863,554	22863554	3.0%
`last_initial`	769,217,454	769217454	100.0%
`last_name`	756,672,200	756672200	98.4%
`linkedin_connections`	471,795,235	471795235	61.3%
`linkedin_id`	477,635,918	477635918	62.1%
`linkedin_url`	709,156,262	709156262	92.2%
`linkedin_username`	709,156,262	709156262	92.2%
`location_address_line_2`	3,642,867	3642867	0.5%
`location_continent`	758,701,598	758701598	98.6%
`location_country`	758,678,690	758678690	98.6%
`location_geo`	508,321,910	508321910	66.1%
`location_last_updated`	736,322,765	736322765	95.7%
`location_locality`	520,353,044	520353044	67.6%
`location_metro`	143,019,434	143019434	18.6%
`location_name`	758,701,598	758701598	98.6%
`location_names`	520,353,044	520353044	67.6%
`location_postal_code`	27,693,026	27693026	3.6%
`location_region`	557,295,546	557295546	72.4%
`location_street_address`	27,694,919	27694919	3.6%
`middle_initial`	126,263,277	126263277	16.4%
`middle_name`	112,852,979	112852979	14.7%
`mobile_phone`	56,051,884	56051884	7.3%
`name_aliases`	39,911,330	39911330	5.2%
`num_records`	769,217,454	769217454	100.0%
`num_sources`	769,217,454	769217454	100.0%
`personal_emails`	91,704,730	91704730	11.9%
`phone_numbers`	79,403,679	79403679	10.3%
`phones`	79,403,679	79403679	10.3%
`phones.first_seen`	79,403,679	79403679	10.3%
`phones.last_seen`	79,403,679	79403679	10.3%
`phones.num_sources`	79,403,679	79403679	10.3%
`phones.number`	79,403,679	79403679	10.3%
`possible_birth_dates`	8,115,521	8115521	1.1%
`possible_emails`	73,407,913	73407913	9.5%
`possible_emails.address`	73,407,913	73407913	9.5%
`possible_emails.first_seen`	73,407,913	73407913	9.5%
`possible_emails.last_seen`	73,407,913	73407913	9.5%
`possible_emails.num_sources`	73,407,913	73407913	9.5%
`possible_emails.type`	63,551,264	63551264	8.3%
`possible_location_names`	339,648,655	339648655	44.2%
`possible_phones`	22,384,102	22384102	2.9%
`possible_phones.first_seen`	22,384,102	22384102	2.9%
`possible_phones.last_seen`	22,384,102	22384102	2.9%
`possible_phones.num_sources`	22,384,102	22384102	2.9%
`possible_phones.number`	22,384,102	22384102	2.9%
`possible_profiles`	15,576,855	15576855	2.0%
`possible_profiles.first_seen`	15,576,855	15576855	2.0%
`possible_profiles.id`	11,051,293	11051293	1.4%
`possible_profiles.last_seen`	15,576,855	15576855	2.0%
`possible_profiles.network`	15,576,855	15576855	2.0%
`possible_profiles.num_sources`	15,576,855	15576855	2.0%
`possible_profiles.url`	15,576,855	15576855	2.0%
`possible_profiles.username`	14,725,312	14725312	1.9%
`possible_street_addresses`	10,254,203	10254203	1.3%
`possible_street_addresses.address_line_2`	3,683,126	3683126	0.5%
`possible_street_addresses.continent`	10,254,203	10254203	1.3%
`possible_street_addresses.country`	10,254,201	10254201	1.3%
`possible_street_addresses.first_seen`	10,254,203	10254203	1.3%
`possible_street_addresses.geo`	10,251,325	10251325	1.3%
`possible_street_addresses.last_seen`	10,254,203	10254203	1.3%
`possible_street_addresses.locality`	10,251,666	10251666	1.3%
`possible_street_addresses.metro`	9,263,114	9263114	1.2%
`possible_street_addresses.name`	10,254,203	10254203	1.3%
`possible_street_addresses.num_sources`	10,254,203	10254203	1.3%
`possible_street_addresses.postal_code`	10,152,591	10152591	1.3%
`possible_street_addresses.region`	10,253,765	10253765	1.3%
`possible_street_addresses.street_address`	10,254,203	10254203	1.3%
`profiles`	769,217,454	769217454	100.0%
`profiles.first_seen`	769,217,454	769217454	100.0%
`profiles.id`	506,144,606	506144606	65.8%
`profiles.last_seen`	769,217,454	769217454	100.0%
`profiles.network`	769,217,454	769217454	100.0%
`profiles.num_sources`	769,217,454	769217454	100.0%
`profiles.url`	769,217,454	769217454	100.0%
`profiles.username`	769,217,454	769217454	100.0%
`recommended_personal_email`	91,703,034	91703034	11.9%
`regions`	561,098,156	561098156	72.9%
`sex`	538,479,073	538479073	70.0%
`skills`	136,852,911	136852911	17.8%
`street_addresses`	36,151,548	36151548	4.7%
`street_addresses.address_line_2`	16,849,168	16849168	2.2%
`street_addresses.continent`	36,151,548	36151548	4.7%
`street_addresses.country`	36,151,433	36151433	4.7%
`street_addresses.first_seen`	36,151,548	36151548	4.7%
`street_addresses.geo`	34,978,129	34978129	4.5%
`street_addresses.last_seen`	36,151,548	36151548	4.7%
`street_addresses.locality`	35,015,073	35015073	4.6%
`street_addresses.metro`	31,769,332	31769332	4.1%
`street_addresses.name`	36,151,548	36151548	4.7%
`street_addresses.num_sources`	36,151,548	36151548	4.7%
`street_addresses.postal_code`	34,118,891	34118891	4.4%
`street_addresses.region`	35,715,048	35715048	4.6%
`street_addresses.street_address`	36,151,548	36151548	4.7%
`summary`	149,005,688	149005688	19.4%
`twitter_url`	12,590,786	12590786	1.6%
`twitter_username`	12,590,786	12590786	1.6%
`work_email`	82,588,023	82588023	10.7%

Stats shown are accurate as of data version 31.0