Loading...

20 Jun 2026 00:16

Mobile & Digital

Measuring Gender Diversity with Data from LinkedIn

Measuring Gender Diversity with Data from LinkedIn

Measuring Gender Diversity with Data from LinkedIn

Measuring Gender Diversity with Data from LinkedInWe are uniquely positioned, by virtue of LinkedIn’s data, to provide insight into gender equality across every industry represented on the network.

In fact, one of the winning teams of the LinkedIn Economic Graph Challenge is currently working on research that evaluates gender differences in self-promotion on profiles.

Having released our own workforce diversity numbers and an update on our Women In Tech (WIT) and Women’s Initiative (WiN) efforts last week, and with diversity and inclusion continuing to be an important issue across fields, we decided to take a look at gender parity across several industries. We analyzed millions of profiles and compared female representation across a dozen industry groups – with a detailed look at leadership positions and software engineers. Industry leaders can use this data as a benchmark to measure their progress towards achieving gender equality in the workplace.

Measuring Gender Diversity with Data from LinkedIn

An important factor to measure is the leadership gap, which we’re defining as the difference in female representation between membership overall, and members in leadership positions. We have found this gap to be most pronounced in healthcare, retail, and financial services. Looking at healthcare, 59.8% of all members in the industry are women. However, only 45.2% of members in leadership positions are women – a gap of 14.6%. Retail and financial services have a similar gap, with financial services having the lowest absolute representation of women in leadership (28.7%) among the three industry groups we highlighted. In these industries, leadership is less representative of their companies as a whole with regards to gender. For reference, government, education, and nonprofit industries have the narrowest gap (6.4%).

Technology companies are generally considered to be some of the most sought-after employers in the world. We have an inherent “home field advantage” when it comes to recruiting the largest and richest talent pools of our most critical position: software engineers. However, despite this advantage, our data indicates that software engineering teams in tech have proportionally fewer women than several non-tech industries; namely healthcare, retail, government, education, and nonprofits. For example, a typical software engineering team in a healthcare company is likely to be 32% women, compared to 20% in technology. While these non-tech industries employ significantly fewer software engineers versus technology, their teams tend to exhibit greater gender parity.

We noticed significant variance within the technology, financial services and insurance industries. Below, we broke out the technology group into its twelve component industries represented on LinkedIn.

Measuring Gender Diversity with Data from LinkedIn

Companies that operate in e-learning and information services industries have the most gender equal workforces within our technology group. However, even among these relatively inclusive tech industries, women are still significantly underrepresented within software engineering roles.

Below, we broke out the financial services and insurance group into its nine component industries represented on LinkedIn.

Measuring Gender Diversity with Data from LinkedIn

As we noted above, there is a significant leadership gap in these industries. Accounting, insurance, commercial real estate, and venture capital all have gaps of 16% or more. In accounting firms, women represent nearly half of the total employee base, but only 26% of leadership. The three industries that employ the most software engineers – financial services, insurance, and banking – all tend to include proportionally more women than each of the technology industries we looked at.

As we continue to build the Economic Graph, a digital representation of the global economy, we want to create more transparency for issues like gender diversity by drawing insights from our data, allowing business leaders and members alike to make better informed decisions that ultimately create economic opportunity.

Methodological details: The results of this analysis represent the world as seen through the lens of LinkedIn data. As such, it is influenced by how members choose to use the site, which can vary based on professional, social, and regional culture, as well as overall site availability and accessibility. These variances were not accounted for in the analysis.

Keen observers will note that there is no field for gender on the LinkedIn profile. We have inferred the gender of members included in this analysis by classifying their first names as either male or female. Members whose gender could not be inferred from their first names weren’t included in the analysis. Additionally, we excluded all members in countries where less than 67% of the respective member base could be classified as either male or female, to account for coverage lapses in our gender classifier.

Members in leadership positions were defined as those who have a seniority of director, vice president, CXO, owner, or partner. Software engineers were defined as those whose current title fit one of the following occupational categories: information technology engineer, database programmer / administrator, hardware engineer, software configuration / release manager, oracle developer / database administrator, data center manager, storage engineer, information security specialist, software tester, software developer, technology manager, information technology system administrator / engineer, embedded software engineer, network engineer, research development software engineer, database developer.

 

Written by Sohan Murthy

Source:LinkedIn

(Visited 11 times, 1 visits today)
peri hokiperihokiduta 76AWSBEThttps://sintnicolaasschool.com/https://abc1131aa.com/kincir88cakar76Slot mahjonghttps://www.abc1131.it.com/Gerakan99Era77stc76duta76duta76 loveduta76 careduta76bduta76 sejiwaduta76 lokasiterdekatduta76 africafuelduta76 oscarmykeduta76 naptimepkduta76 daikinduta76 raes-munichduta76 destyduta76 bio-linkduta76 lynkduta76 heylinkduta76 bioduta76 radarkeduWar138navigasi rtp live eksploitasi peluang taktik mahjong wild deluxe analisa dadu sicbo strategi gates of olympusanalisa komprehensif rtp live pola algoritma strategi mahjong ways 2 pgsoft taktik baccarat teknik starlight princessoptimasi presisi analisa strategi blackjack teknik membaca pola mahjong wins 3 taktik peluang rtp live sweet bonanza pragmaticdekonstruksi peluang taktis strategi analisa roulette pemetaan pola mahjong ways 2 pgsoft teknik membaca rtp live wild west goldeksekusi taktis analisa probabilitas strategi komprehensif sv388 teknik membaca peluang blackjack pola mahjong wins 3 pemetaan rtp live sugar rushstrategi rasional baca rtp live analisa pola gates of olympus taktik sicbo teknik mahjong wild deluxe jitutaktik eksekusi presisi sinkronisasi analisa rtp live pola mahjong ways 2 pgsoft teknik baccarat kuantitatif peluang starlight princesseksploitasi algoritma analisa strategi taktis menaklukkan blackjack pemetaan pola mahjong wins 3 teknik rtp live sweet bonanza pragmaticmetodologi optimasi peluang analisa teknik roulette klasik taktik pola mahjong ways 2 pgsoft strategi rtp live wild west goldanalisa matriks peluang sinkronisasi teknik blackjack taktik sv388 strategi pola rtp live mahjong wins 3 sugar rush pragmatichttps://www.thewayofthespirit.com/contact/kalkulasi taktik cerdas strategi peluang sicbo teknik pola mahjong wild deluxe analisa rtp live gates of olympusdekonstruksi varians strategi pola mahjong ways 2 pgsoft analisa peluang baccarat taktik teknik rtp live starlight princesseksekusi silang taktik teknik strategi blackjack analisa pola mahjong wins 3 pragmatic peluang rtp live sweet bonanzaformulasi taktik peluang roulette analisa pola mahjong ways 2 pgsoft teknik jitu strategi rtp live wild bounty hunternavigasi probabilitas analisa pola mahjong wins 3 pragmatic taktik peluang blackjack strategi sv388 teknik rtp live sugar rushalgoritma menang taktik mahjong wild deluxe peluang sicbo analisa pola gates of olympusanalisa rtp live peluang teknik mahjong ways 2 pgsoft baccarat starlight princessbedah peluang rtp live teknik transisi blackjack sweet bonanza mahjong wins 3 pragmaticeksekusi taktis data peluang roulette teknik wild bounty hunter rtp live mahjong ways 2 pgsoftdekonstruksi multi disiplin strategi blackjack peluang sv388 teknik sugar rush pola mahjong wins 3metodologi taktik analisis lintas platform multigamekalkulasi presisi rasio rtp sugar rush sv388evaluasi cognitive pattern cascade mahjong wins 3eksplorasi arsitektur algoritma mahjong ways 2 wwgtitik koordinasi jaringan gates of olympus rtpmemanfaatkan big data dan prediksi ai pergeseran algoritma mahjong ways 2 peluang rtp simbol langkamenghitung ekspektasi target perputaran dadu sicbo berdasarkan analisis statistik data rtp terkinimenguak skema algoritma terbaru pragmatic play simbol premium dan perubahan rtp gates of olympuspembuktian teknis scatter hitam mahjong wins 3 dan stabilitas nilai rtp komunitas analisstudi terbaru mahjong ways 2 perubahan struktur kombinasi dan fluktuasi rtp pasca fenomena scatter hitamsinergi eksekusi analisa strategi dadu sicbo strategi pola gates of olympus teknik taktik rtp live mahjong wild deluxeformula hibrida strategi peluang baccarat teknik analisa mahjong ways 2 pgsoft taktik pola rtp live starlight princessintegrasi varians analisa peluang blackjack teknik pola mahjong ways 3 pragmatic strategi rtp live sweet bonanza 2500rotasi presisi algoritmik taktik peluang roulette strategi analisa mahjong ways 2 pgsoft teknik pola rtp live wild west goldeskalasi profit taktik analisa peluang sv388 strategi blackjack teknik pola rtp live mahjong wins 3 pragmatic sugar rushdampak ekonomi global pola konsumsi baccarat liveanalisis arsitektur sistem algoritma mahjong waysevaluasi perilaku konsumen logika game virtualstudi komparasi simbolik scatter wild mahjong waysekspansi perspektif baru algoritma mahjong waysjurnal pemodelan digital variabilitas komputasiparadoks probabilitas tata kelola manajemen modalimplementasi metrik analitik starlight princesskomputasi adaptif mahjong ways dinamika griddesentralisasi gaya bermain algoritma deteksi polapola scatter mahjong ways dalam gameplaymenelusuri scatter mahjong ways simbolobservasi aktivitas scatter mahjong waystren scatter mahjong ways dalam premiumeksplorasi aktivitas scatter mahjong waysanalisis bertahap perubahan hasil mahjongmengkaji dinamika hasil mahjong winspendekatan analitik terhadap perubahan hasilanalisis perubahan hasil mahjong winsstudi mendalam perubahan hasil mahjonganalisis aktivitas scatter mahjong waysanalisis siklus aktivitas pemain mahjongtaktik sinkronisasi strategi mahjong wild deluxe teknik analisa peluang dadu sicbo pola rtp live gates of olympusdekonstruksi algoritma strategi analisa peluang baccarat taktik teknik pola mahjong ways 2 pgsoft rtp live starlight princesseksplorasi metrik teknik analisa peluang blackjack strategi pola mahjong wins 3 pragmatic taktik rtp live sweet bonanzametodologi eksekusi analisa peluang roulette teknik pola mahjong ways 2 pgsoft taktik strategi rtp live wild west golddiversifikasi taktik analisa peluang sv388 blackjack teknik strategi pola rtp live mahjong wins 3 pragmatic sugar rushevaluasi strategi silang taktik pola mahjong wild deluxe analisa peluang teknik sicbo rtp live gates of olympusintegrasi taktik komprehensif strategi peluang baccarat analisa teknik pola mahjong ways 2 pgsoft rtp live starlight princessarsitektur presisi teknik taktik peluang blackjack analisa strategi pola mahjong wins 3 pragmatic rtp live sweet bonanzasinkronisasi empiris taktik peluang roulette teknik analisa pola mahjong ways 2 pgsoft strategi rtp live wild west goldkalibrasi strategi teknik analisa peluang blackjack sv388 taktik pola rtp live sugar rush mahjong wins 3 pragmatic Top