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`	723,056,672	723056672	100.0%
`birth_date`	5,193,479	5193479	0.7%
`birth_year`	10,782,094	10782094	1.5%
`certifications`	26,251,789	26251789	3.6%	T
`certifications.end_date`	5,635,848	5635848	0.8%	T
`certifications.name`	26,251,789	26251789	3.6%	T
`certifications.organization`	21,722,802	21722802	3.0%	T
`certifications.start_date`	17,580,240	17580240	2.4%	T
`countries`	666,415,000	666415000	92.2%
`education`	223,527,379	223527379	30.9%
`education.degrees`	118,982,109	118982109	16.5%
`education.end_date`	191,747,197	191747197	26.5%
`education.gpa`	3,823,984	3823984	0.5%
`education.majors`	130,643,630	130643630	18.1%
`education.minors`	1,259,866	1259866	0.2%
`education.raw`	186,885,285	186885285	25.8%	T
`education.school`	216,814,199	216814199	30.0%
`education.school.domain`	180,923,758	180923758	25.0%
`education.school.facebook_url`	137,048,253	137048253	19.0%
`education.school.id`	184,601,793	184601793	25.5%
`education.school.linkedin_id`	182,566,689	182566689	25.2%
`education.school.linkedin_url`	182,566,689	182566689	25.2%
`education.school.location`	183,413,273	183413273	25.4%
`education.school.location.continent`	183,413,273	183413273	25.4%
`education.school.location.country`	183,413,273	183413273	25.4%
`education.school.location.locality`	140,163,069	140163069	19.4%
`education.school.location.name`	183,413,273	183413273	25.4%
`education.school.location.region`	148,179,805	148179805	20.5%
`education.school.name`	216,800,241	216800241	30.0%
`education.school.raw`	212,186,630	212186630	29.3%	T
`education.school.twitter_url`	131,013,921	131013921	18.1%
`education.school.type`	207,166,089	207166089	28.7%
`education.school.website`	180,923,758	180923758	25.0%
`education.start_date`	191,770,065	191770065	26.5%
`education.summary`	29,651,497	29651497	4.1%	T
`emails`	160,854,552	160854552	22.2%
`emails.address`	160,854,552	160854552	22.2%
`emails.first_seen`	160,854,552	160854552	22.2%	T
`emails.last_seen`	160,854,552	160854552	22.2%	T
`emails.num_sources`	160,854,552	160854552	22.2%	T
`emails.type`	142,497,806	142497806	19.7%
`experience`	530,544,232	530544232	73.4%
`experience.company`	457,210,825	457210825	63.2%
`experience.company.facebook_url`	159,448,335	159448335	22.1%
`experience.company.founded`	265,703,922	265703922	36.7%
`experience.company.fuzzy_match`	457,210,825	457210825	63.2%	T
`experience.company.id`	334,563,432	334563432	46.3%
`experience.company.industry`	324,463,032	324463032	44.9%
`experience.company.linkedin_id`	324,480,041	324480041	44.9%
`experience.company.linkedin_url`	334,563,432	334563432	46.3%
`experience.company.location`	315,571,521	315571521	43.6%
`experience.company.location.address_line_2`	30,402,565	30402565	4.2%
`experience.company.location.continent`	315,571,521	315571521	43.6%
`experience.company.location.country`	315,571,504	315571504	43.6%
`experience.company.location.geo`	257,303,731	257303731	35.6%
`experience.company.location.locality`	260,398,529	260398529	36.0%
`experience.company.location.metro`	132,884,985	132884985	18.4%
`experience.company.location.name`	315,571,521	315571521	43.6%
`experience.company.location.postal_code`	141,611,306	141611306	19.6%
`experience.company.location.region`	282,607,378	282607378	39.1%
`experience.company.location.street_address`	154,587,817	154587817	21.4%
`experience.company.name`	457,210,825	457210825	63.2%
`experience.company.raw`	457,054,375	457054375	63.2%	T
`experience.company.size`	334,563,432	334563432	46.3%
`experience.company.ticker`	86,642,912	86642912	12.0%	T
`experience.company.twitter_url`	176,709,498	176709498	24.4%
`experience.company.type`	334,563,432	334563432	46.3%	T
`experience.company.website`	306,129,272	306129272	42.3%
`experience.end_date`	179,500,712	179500712	24.8%
`experience.first_seen`	530,544,232	530544232	73.4%	T
`experience.is_primary`	530,544,232	530544232	73.4%
`experience.last_seen`	530,544,232	530544232	73.4%	T
`experience.location_names`	132,460,236	132460236	18.3%
`experience.num_sources`	530,544,232	530544232	73.4%	T
`experience.start_date`	257,696,510	257696510	35.6%
`experience.summary`	114,953,131	114953131	15.9%	T
`experience.title`	526,343,858	526343858	72.8%
`experience.title.levels`	176,012,003	176012003	24.3%
`experience.title.name`	526,343,858	526343858	72.8%
`experience.title.raw`	526,343,858	526343858	72.8%	T
`experience.title.role`	221,820,597	221820597	30.7%
`experience.title.sub_role`	150,668,071	150668071	20.8%
`facebook_friends`	6,342,812	6342812	0.9%	T
`facebook_id`	29,415,969	29415969	4.1%
`facebook_url`	28,306,062	28306062	3.9%
`facebook_username`	28,306,062	28306062	3.9%
`first_name`	723,056,672	723056672	100.0%
`first_seen`	723,056,672	723056672	100.0%	T
`full_name`	723,056,672	723056672	100.0%
`gender`	504,080,456	504080456	69.7%
`github_url`	976,228	976228	0.1%
`github_username`	976,228	976228	0.1%
`id`	723,056,672	723056672	100.0%
`industry`	403,173,200	403173200	55.8%
`inferred_salary`	252,332,995	252332995	34.9%	T
`inferred_years_experience`	265,271,003	265271003	36.7%	T
`interests`	34,287,086	34287086	4.7%
`job_company_facebook_url`	89,477,871	89477871	12.4%
`job_company_founded`	191,462,036	191462036	26.5%
`job_company_id`	264,156,647	264156647	36.5%
`job_company_industry`	253,514,546	253514546	35.1%
`job_company_linkedin_id`	252,133,555	252133555	34.9%
`job_company_linkedin_url`	264,156,647	264156647	36.5%
`job_company_location_address_line_2`	13,021,544	13021544	1.8%
`job_company_location_continent`	243,525,796	243525796	33.7%
`job_company_location_country`	243,525,773	243525773	33.7%
`job_company_location_geo`	181,804,548	181804548	25.1%
`job_company_location_locality`	185,495,236	185495236	25.7%
`job_company_location_metro`	87,507,774	87507774	12.1%
`job_company_location_name`	243,525,796	243525796	33.7%
`job_company_location_postal_code`	94,136,832	94136832	13.0%
`job_company_location_region`	208,899,064	208899064	28.9%
`job_company_location_street_address`	99,722,691	99722691	13.8%
`job_company_name`	407,027,326	407027326	56.3%
`job_company_size`	264,156,647	264156647	36.5%
`job_company_ticker`	46,596,103	46596103	6.4%	T
`job_company_twitter_url`	104,230,861	104230861	14.4%
`job_company_type`	264,156,647	264156647	36.5%	T
`job_company_website`	232,172,379	232172379	32.1%
`job_history`	531,176,695	531176695	73.5%	T
`job_history.company_id`	337,784,347	337784347	46.7%	T
`job_history.company_name`	458,101,162	458101162	63.4%	T
`job_history.first_seen`	531,176,695	531176695	73.5%	T
`job_history.last_seen`	531,176,695	531176695	73.5%	T
`job_history.num_sources`	531,176,695	531176695	73.5%	T
`job_history.title`	527,005,056	527005056	72.9%	T
`job_last_updated`	491,683,055	491683055	68.0%
`job_onet_broad_occupation`	215,446,535	215446535	29.8%	T
`job_onet_code`	215,446,535	215446535	29.8%	T
`job_onet_major_group`	215,446,535	215446535	29.8%	T
`job_onet_minor_group`	215,446,535	215446535	29.8%	T
`job_onet_specific_occupation`	215,446,535	215446535	29.8%	T
`job_onet_specific_occupation_detail`	84,891,836	84891836	11.7%	T
`job_start_date`	185,250,901	185250901	25.6%
`job_summary`	45,879,836	45879836	6.3%	T
`job_title`	487,190,308	487190308	67.4%
`job_title_levels`	121,113,572	121113572	16.8%
`job_title_role`	155,464,608	155464608	21.5%
`job_title_sub_role`	90,529,405	90529405	12.5%
`languages`	67,819,841	67819841	9.4%	T
`languages.name`	67,819,841	67819841	9.4%	T
`languages.proficiency`	16,697,416	16697416	2.3%	T
`last_initial`	723,056,672	723056672	100.0%
`last_name`	713,918,150	713918150	98.7%
`linkedin_connections`	498,430,832	498430832	68.9%	T
`linkedin_id`	470,220,591	470220591	65.0%
`linkedin_url`	723,056,672	723056672	100.0%
`linkedin_username`	723,056,672	723056672	100.0%
`location_address_line_2`	3,914,653	3914653	0.5%
`location_continent`	666,412,326	666412326	92.2%
`location_country`	666,402,676	666402676	92.2%
`location_geo`	386,580,744	386580744	53.5%
`location_last_updated`	633,727,503	633727503	87.6%
`location_locality`	401,453,990	401453990	55.5%
`location_metro`	141,300,082	141300082	19.5%
`location_name`	666,412,326	666412326	92.2%
`location_names`	406,179,117	406179117	56.2%
`location_postal_code`	22,205,409	22205409	3.1%
`location_region`	444,566,691	444566691	61.5%
`location_street_address`	22,159,704	22159704	3.1%
`middle_initial`	125,220,468	125220468	17.3%
`middle_name`	114,678,867	114678867	15.9%
`mobile_phone`	14,846,809	14846809	2.1%
`name_aliases`	29,358,048	29358048	4.1%	T
`num_records`	723,056,672	723056672	100.0%	T
`num_sources`	723,056,672	723056672	100.0%	T
`personal_emails`	88,013,956	88013956	12.2%
`phone_numbers`	28,733,491	28733491	4.0%
`phones`	28,733,491	28733491	4.0%	T
`phones.first_seen`	28,733,491	28733491	4.0%	T
`phones.last_seen`	28,733,491	28733491	4.0%	T
`phones.num_sources`	28,733,491	28733491	4.0%	T
`phones.number`	28,733,491	28733491	4.0%	T
`possible_birth_dates`	5,461,499	5461499	0.8%	T
`possible_emails`	69,870,117	69870117	9.7%	T
`possible_emails.address`	69,870,117	69870117	9.7%	T
`possible_emails.first_seen`	69,870,117	69870117	9.7%	T
`possible_emails.last_seen`	69,870,117	69870117	9.7%	T
`possible_emails.num_sources`	69,870,117	69870117	9.7%	T
`possible_emails.type`	58,857,304	58857304	8.1%	T
`possible_location_names`	203,368,683	203368683	28.1%	T
`possible_phones`	15,908,245	15908245	2.2%	T
`possible_phones.first_seen`	15,908,245	15908245	2.2%	T
`possible_phones.last_seen`	15,908,245	15908245	2.2%	T
`possible_phones.num_sources`	15,908,245	15908245	2.2%	T
`possible_phones.number`	15,908,245	15908245	2.2%	T
`possible_profiles`	17,347,164	17347164	2.4%	T
`possible_profiles.first_seen`	17,347,164	17347164	2.4%	T
`possible_profiles.id`	12,268,812	12268812	1.7%	T
`possible_profiles.last_seen`	17,347,164	17347164	2.4%	T
`possible_profiles.network`	17,347,164	17347164	2.4%	T
`possible_profiles.num_sources`	17,347,164	17347164	2.4%	T
`possible_profiles.url`	17,336,851	17336851	2.4%	T
`possible_profiles.username`	16,486,061	16486061	2.3%	T
`possible_street_addresses`	5,885,568	5885568	0.8%	T
`possible_street_addresses.address_line_2`	3,409,097	3409097	0.5%	T
`possible_street_addresses.continent`	5,885,568	5885568	0.8%	T
`possible_street_addresses.country`	5,885,568	5885568	0.8%	T
`possible_street_addresses.first_seen`	5,885,568	5885568	0.8%	T
`possible_street_addresses.geo`	5,871,501	5871501	0.8%	T
`possible_street_addresses.last_seen`	5,885,568	5885568	0.8%	T
`possible_street_addresses.locality`	5,885,568	5885568	0.8%	T
`possible_street_addresses.metro`	5,562,266	5562266	0.8%	T
`possible_street_addresses.name`	5,885,568	5885568	0.8%	T
`possible_street_addresses.num_sources`	5,885,568	5885568	0.8%	T
`possible_street_addresses.postal_code`	5,854,424	5854424	0.8%	T
`possible_street_addresses.region`	5,885,568	5885568	0.8%	T
`possible_street_addresses.street_address`	5,885,568	5885568	0.8%	T
`profiles`	723,056,672	723056672	100.0%
`profiles.first_seen`	723,056,672	723056672	100.0%	T
`profiles.id`	473,492,887	473492887	65.5%
`profiles.last_seen`	723,056,672	723056672	100.0%	T
`profiles.network`	723,056,672	723056672	100.0%
`profiles.num_sources`	723,056,672	723056672	100.0%	T
`profiles.url`	723,056,672	723056672	100.0%
`profiles.username`	723,056,672	723056672	100.0%
`regions`	448,373,864	448373864	62.0%
`release_version`	0	0	0.0%
`skills`	145,265,442	145265442	20.1%
`street_addresses`	28,980,832	28980832	4.0%
`street_addresses.address_line_2`	14,600,883	14600883	2.0%
`street_addresses.continent`	28,980,832	28980832	4.0%
`street_addresses.country`	28,980,832	28980832	4.0%
`street_addresses.first_seen`	28,980,832	28980832	4.0%	T
`street_addresses.geo`	28,818,534	28818534	4.0%
`street_addresses.last_seen`	28,980,832	28980832	4.0%	T
`street_addresses.locality`	28,980,832	28980832	4.0%
`street_addresses.metro`	27,000,904	27000904	3.7%
`street_addresses.name`	28,980,832	28980832	4.0%
`street_addresses.num_sources`	28,980,832	28980832	4.0%	T
`street_addresses.postal_code`	28,874,113	28874113	4.0%
`street_addresses.region`	28,980,832	28980832	4.0%
`street_addresses.street_address`	28,980,832	28980832	4.0%
`summary`	233,519,292	233519292	32.3%	T
`twitter_url`	9,698,209	9698209	1.3%
`twitter_username`	9,698,209	9698209	1.3%
`work_email`	46,688,853	46688853	6.5%