I also wanted to study diversity and inclusion language — how often companies mention it, and what kind of signal it is. Is it vague and aspirational, or does it name specific goals for specific groups? (Mostly, when it existed at all, it was vague and aspirational.)
DEI language isn’t the same as policy; it’s a signal, not proof of good conditions for marginalized people. But as a job seeker, it’s the kind of signal that decides whether I apply. So I classified every careers-page chunk into a register — a type of DEI language — with the Claude API, hand-tuning the prompts. Early on it couldn’t tell “we want a diverse workforce” from “we serve a diverse customer base”; the difference matters. Amazon’s early diversity mentions were almost always about customers — its first real workforce language shows up around 2016 (“a company of builders who bring varying backgrounds … gender, race, age, national origin, sexual orientation”), and only in 2026 does it harden into a measurable claim: “we track the representation of our workforce.”
The chart stacks each company’s registers by year: inclusion language above the line, counter-programming below — meritocracy / anti-DEI framing and the “civilizational mission” language best exemplified by Palantir’s many invocations of “the West.”
Read it as adoption and retraction: the rhetoric spikes around 2021 and recedes, and the counterforces grow after 2020. Coinbase is the rare inversion — Armstrong’s 2020 “apolitical” memo precedes the careers-page flip by about three years. Hover any year for the actual language.
Standout language
The chunks that most clearly signal a stance on workplace inclusion, grouped by rhetorical move rather than by raw score.
Explicit inclusion
Named-group or bias-process commitments on careers pages (explicit_demographic / structural_process registers).
“We are a company of builders who bring varying backgrounds, ideas, and points of view to inventing on behalf of our customers. Our diverse perspectives come from many sources including gender, race, age, national origin, sexual orientation, culture, education, as well as professional and life experience. We are working to develop leaders and shape future talent pools to help us meet the needs of o”
Amazon · 2019 · Our pioneers
“Building a diverse company through the recruitment and retention of women and underrepresented groups”
Salesforce · 2017 · Action on Equal Opportunity
“We want to build a work environment where people are happy, productive, and interact well. Personal interaction in particular is something we emphasize a lot. We work hard to find people who make others want to be around them. We know we're doing a good job of hiring so long as we see people continuing to join simply to work with those who are already here. We're quite transparent internally. This”
Stripe · 2016 · How we work
“Hiring changes drove our best year yet for women in tech globally and Black+ and Latinx+ people in the U.S. A world of belonging includes care for our planet. That’s why we’re committed to making every day more sustainable.”
Google · 2022 · Explore more of our belonging work
Belonging language
Worker-experience framing of inclusion — no named groups, no commitments (belonging_culture register).
“Our commitment to equal opportunity means cultivating an environment where differences are embraced and building a culture that fosters a sense of belonging.”
Starbucks · 2025 · Inclusion & Diversity
“We believe in hiring the most talented team members and creating an environment where everyone belongs”
Snap · 2026 · Our commitment to belonging
“Be your authentic self. We're dedicated to creating a workplace where everyone belongs. Hear more from the people who work here.”
Meta · 2016 · Authentic Self
“We’re building a company future generations can be proud of. A company where everyone is welcome. A company where you can be yourself. Come build it with us.”
HubSpot · 2021 · You are welcome.
Apolitical workplace
Refusal of workplace activism unrelated to mission (mission_focus_apolitical stance) — Coinbase's memo, Basecamp's calm-company policy.
“Our mission is ambitious and important. We don’t engage in social or political activism that is unrelated to our mission while at work. We seek to make the workplace a refuge from division, so we can stay focused on making progress toward the mission. To attract top talent around the world and embrace decentralization, all full-time employees can work remote. Prefer an office? We also offer except”
Coinbase · 2025 · Welcome to Coinbase.
“Representation matters. Our members come from many different backgrounds and cultures, and they want to see a wide variety of stories and people on screen. This diversity is wonderful and it can create real tension since we all have such different views about what’s acceptable — and what’s harmful — on TV. While every show, film or game is different, we approach them with the same set of principle”
Netflix · 2026 · Artistic Expression
“Through the tools that we build, we want to push the world to create better products and services. We try to take a broad view of what our work adds up to and believe in taking seriously the full long-term consequences of what we create. We won’t just climb the profit gradient. While we’re opinionated in determining what to build, we strive for neutrality in deciding who gets access to the results”
Stripe · 2022 · The Stripe service
“Joining our team means working with the most driven crafters who pursue mastery. But growth isn’t just an opportunity, it’s an expectation. With resources to help you, you’ll be pushing yourself out of your comfort zone. Shopify is a platform company singularly focused on creating a world with more entrepreneurs, which we believe causes positive societal effects. While we respect everyone’s right ”
Shopify · 2024 · Constant learning, constant discomfort
Performance over kinship
Outcomes-bar framing — sports team over family, stunning colleagues (performance_elite stance).
“We have high expectations for performance and delivering results, and thrive as a team of individual star performers. Outperformance is met with outsized reward. Unremarkable performance gets a generous severance package.”
Coinbase · 2026 · Championship team
“Since a high performer in any role is many times more effective than the average employee, our Dream Team is driven by performance — not seniority, tenure or unconditional loyalty. It’s also why we focus on maintaining a high performance culture . To recruit and retain stunning colleagues, we pay personal top of market for the role and location — a judgment about what that person could make in a s”
Netflix · 2026 · At Netflix, we aspire to entertain the world, thrilling audiences everywhere. To do that, we’ve developed an unusual company culture focused on excellence, and creating an environment where talented people can thrive — lifting ourselves, each other and our audiences higher and higher. This document is about that culture, which is based on four core principles:
“This is not zero-sum work. Our product enables entrepreneurship to create new value for the world and unlocks unlimited personal growth for the people who build it. We all get shit done, ship fast, and learn. We operate on low process and high trust, and trade on impact. You have to care deeply about what you’re doing, and commit to continuously developing your craft, to keep pace here. That means”
Shopify · 2024 · # Things you should know
“Our business has grown much faster than our company. When we do planning and prioritization, the projects that end up “below the line”—dropped from near-term plans because of lack of people to staff them—would be exciting, high-impact things to work on. But we maintain an extremely high bar for the quality of what we create and how we interact , and we aren’t prepared to sacrifice that for quantit”
Stripe · 2022 · We are bandwidth-constrained
Civilizational mission
West/institutions framing as employer identity — counter-branding to DEI-era copy (civilizational_mission stance).
“At Palantir, we work for the common good—within our organization and with other organizations around the world.”
Palantir · 2022
“We are engineers on a mission. We seek out the most critical problems we can find—the ones that pose threats not only to many of the world’s most important institutions, but to the people they serve as well. Some institutions have the resources to pay for our products, and some don’t. Whatever the situation, our approach with all our clients is the same: to establish a partnership that transforms ”
Palantir · 2021 · We go where we’re needed most
“If you want to empower the world's most important institutions, you belong here.”
Palantir · 2025
“We built Palantir to ensure the future of the West, not to tinker at the margins. On the factory floor. In the operating room. Across the battlefield. We build with consequence.”
Palantir · 2026
How this was measured
Each careers-page chunk is embedded and classified into a DEI register by an LLM, with manually tuned prompts. The inclusion axis measures topic, not direction — anti-DEI copy (“a refuge from division”) scores high because it borrows belonging vocabulary — so the register classifier, not a single score, is what surfaces the flip. In the chart, a solid baseline tick marks a page that was archived but silent on DEI; a dashed tick marks a year with no archived page at all.