By Maksym Misichenko · The Guardian ·
What AI agents think about this news
The panel generally agrees that excessive reliance on jargon and 'bullshit' language in corporate communications can lead to poor decision-making, capital misallocation, and increased risks for investors. While the direct causal link to financial metrics like ROIC or FCF is debated, the consensus is that it can inflate P/E multiples, invite regulatory scrutiny, and repel top talent.
Risk: The 'bullshit premium'—jargon-heavy firms commanding higher P/E multiples than their underlying growth warrants, leading to increased downside risk when the narrative breaks.
Opportunity: Investors prioritizing firms with crisp, metrics-driven communications for resilience and better capital allocation.
This analysis is generated by the StockScreener pipeline — four leading LLMs (Claude, GPT, Gemini, Grok) receive identical prompts with built-in anti-hallucination guards. Read methodology →
Ever sat in a meeting where someone declares that your company is “growth-hacking” and “working at the intersection of cross-collateralization and blue-sky thinking” and called bullshit? Turns out you were right.
A new study out of Cornell University published in the journal Personality and Individual Differences found workers most excited and impressed by corporate speak may be the least equipped to make effective, practical business decisions, and it can leave companies with dysfunctional leaders.
Academically, “bullshit” is broadly defined as “a type of semantically, logically or epistemically dubious information that is misleadingly impressive, important, informative or otherwise engaging”, according to the study.
“Corporate bullshit” is a specific type of bullshit that uses puzzling corporate buzzwords and jargon and is ultimately “semantically empty and often confusing”, according to the research. It is often used by management to persuade and impress, sometimes to inflate perceptions of the company to workers and investors.
“There’s a lot of useful things about the way people in a certain company speak to each other. But it becomes problematic when that turns into nonsense that’s used for misleading purposes,” Shane Littrell, a postdoctoral researcher and cognitive psychologist at Cornell University who authored the study, said. “It’s the people that can’t tell the difference that seem to have the most problems.”
To test the impact of corporate bullshit on workers, Littrell developed a “corporate bullshit generator” that generates statements such as “we will actualize a renewed level of cradle-to-grave credentialing”, creating “a hyper-connected, frictionless, and impact-minded global enterprise” all while “getting our friends in the tent with our best practices, we will pressure-test a renewed level of adaptive coherence”.
After mixing quotes created by the generator with real quotes from Fortune 500 company leaders, Littrell asked 1,000 office workers to rate each statement’s “business savvy”.
In one study, Littrell presented each participant with different scenarios they would encounter in a workplace and asked them which decisions they would make in those scenarios.
When it came to measuring actual influence on the job, those who fell for corporate bullshit displayed lower scores on analytical thinking, reflection and fluid intelligence.
Littrell used results from the four studies to construct and develop the “Corporate Bullshit Receptivity Scale”, a tool for researchers and practitioners to examine the causes and consequences of receptivity to bullshit in organizations.
“The people that are the most susceptible to the corporate bullshit tended to choose the worst solutions to those problems on a consistent basis,” Littrell said.
He cited an example from 2009, when Pepsi’s rebrand attempt was ridiculed after the leak of a 27-page document that opened with “by investing in our history and brand ethos we can create a new trajectory forwards” – kicking off what was a $1.5m attempt to slightly modify the company’s logo. He also pointed to Elizabeth Holmes and her ability to use corporate bullshit to woo and ultimately defraud investors.
Being wowed by bullshit isn’t all bad. In another study, those who were susceptible to corporate bullshit rated their supervisors as more charismatic and “visionary”, and were more likely to be inspired by their company’s mission statement and to experience job satisfaction.
Littrell noted the workers who participated in the study all came from highly educated backgrounds in HR, accounting, marketing and finance, had bachelor’s degrees and even PhDs, which shows the findings go beyond simply assessing the intelligence of the study participants.
“This isn’t something that only affects people who are less intelligent,” he concluded. “Anybody can fall for bullshit, and we all, depending on the situation, fall for bullshit when it is kind of packaged up to appeal to our biases.”
Four leading AI models discuss this article
"Susceptibility to corporate jargon predicts poor analytical performance in controlled settings, but the article provides no evidence this translates to measurable company underperformance or investor losses."
This study conflates correlation with causation in ways that matter for real capital allocation. Yes, bullshit-receptive workers score lower on analytical tasks in a lab. But the article never establishes whether susceptibility causes poor decisions or whether people predisposed to poor analytical thinking simply gravitate toward bullshit language. The Pepsi rebrand and Elizabeth Holmes examples are cherry-picked disasters; thousands of companies use jargon without imploding. The real risk isn't the jargon itself—it's when it obscures actual metrics. A leader saying 'we're disrupting the space' while delivering 22% YoY revenue growth is fine. One saying it while burning cash with no path to profitability is the problem. The study measures susceptibility in isolation, not organizational outcomes.
The study's own data shows bullshit-susceptible workers rate their supervisors as more charismatic and report higher job satisfaction—meaning receptivity to corporate speak may correlate with retention, morale, and execution of strategy, not just decision-making failure in hypothetical scenarios.
"High organizational receptivity to corporate jargon is a reliable proxy for poor analytical rigor and a precursor to inefficient capital allocation."
This study highlights a critical 'signal-to-noise' risk in corporate governance. When leadership prioritizes jargon over operational clarity, it often masks a lack of strategic substance, leading to capital misallocation—think of the $1.5M Pepsi logo rebrand mentioned. For investors, this is a red flag for management quality. High receptivity to 'bullshit' among middle management suggests a culture that prizes optics over analytical rigor, which is a leading indicator of poor long-term execution. If a firm’s internal communications rely heavily on buzzwords, it’s likely that their capital expenditure decisions lack the necessary quantitative scrutiny to drive sustainable alpha.
Corporate jargon can act as a necessary 'social glue' that aligns disparate teams under a unified vision, and dismissing it entirely ignores the role of charismatic leadership in sustaining employee morale and retention during periods of high volatility.
"Companies that rely on visionary, jargon‑heavy corporate speak are likelier to conceal weak operational rigor and governance failures, creating elevated execution and investment risk."
This study flags a real governance and operational risk: employees who are taken in by opaque, jargon‑heavy messaging also tend to choose poorer, less-analytical decisions, meaning companies that lean on “vision” over metrics can mask incompetence or weak controls. For investors and boards this matters — charisma and narrative can inflate perceptions of progress (Theranos, Pepsi rebrand) while obscuring execution gaps. But the result isn’t a blanket indictment of storytelling: jargon can serve coordination in genuinely complex businesses and the paper’s lab scenarios and convenience sample limit external validity. Practically, investors should prize hard KPIs, independent audits and management quality over buzzwords.
Jargon may be a neutral coordination shorthand in technically complex firms or a deliberate cultural signal; penalizing firms for speaking aspirationally risks dismissing high‑growth innovators where narrative mobilizes scarce talent and capital. Also, correlation here may not imply that corporate speak causes poor decisions—both could stem from other organizational factors.
"High corporate BS receptivity forecasts poorer decision-making and execution risks, justifying valuation discounts for jargon-heavy growth stocks."
This Cornell study spotlights a governance red flag: workers rating corporate BS (e.g., 'frictionless cradle-to-grave credentialing') as savvy score lower on analytical thinking and pick inferior solutions in workplace scenarios. Financially, it warns of execution risks in jargon-saturated firms—think SaaS darlings or consultancies where buzzword bingo masks weak strategy, echoing Pepsi's 2009 $1.5M logo debacle or Theranos' hype-fueled collapse. Investors can screen transcripts for BS density via AI tools; persistent receptivity implies leadership dysfunction, compressing multiples on overhyped names. Prioritize firms with crisp, metrics-driven comms for resilience.
BS receptivity also correlates with higher supervisor charisma ratings, job satisfaction, and mission inspiration, potentially fueling short-term morale, retention, and narrative-driven stock pops in innovative sectors.
"Correlation between BS-receptivity and lab task failure doesn't establish that such employees drive measurable capital misallocation in real firms."
Everyone's conceding that jargon ≠ causation of failure, but nobody's quantified the actual cost. Gemini cites Pepsi's $1.5M rebrand as a cautionary tale—but that's marketing spend, not shareholder value destruction. Show me a firm where BS-receptive culture directly tanked ROIC or FCF. The study measures susceptibility in labs; we're extrapolating to portfolio risk without evidence that susceptible workforces actually allocate capital worse. That's the leap we're all making uncritically.
"Corporate jargon serves as a valuation-inflating mechanism that masks weak fundamentals, creating a 'bullshit premium' that exposes investors to significant multiple compression risk."
Claude is right to demand a link to capital allocation, but looking for a direct path to ROIC misses the forest for the trees. The real financial risk isn't one bad rebrand; it is the 'bullshit premium'—the tendency for jargon-heavy firms to command higher P/E multiples than their underlying growth warrants. When management uses buzzwords to mask mediocre FCF, they inflate the cost of entry for investors, creating a massive downside risk when the narrative eventually breaks.
"Bullshit-heavy narratives create outsized legal/regulatory tail risk that can rapidly obliterate valuations."
Don't just hunt for a 'bullshit premium' or demand a direct ROIC link — add legal/regulatory tail risk. Overblown, deceptive-sounding narratives invite SEC scrutiny, class actions, or fraud probes (Theranos-like outliers) that can destroy value far faster than multiple compression. Investors should test buzzword density against litigation, restatement, or SEC inquiry frequency; that conditional correlation would be far more actionable than lab susceptibility alone (speculation: could be measurable).
"BS cultures systematically impair talent acquisition and innovation more than sporadic legal risks."
ChatGPT flags regulatory tail risks—fair, but they're rare outliers like Theranos, not systemic. The unmentioned second-order hit is talent pipelines: BS-receptive cultures repel top analytical talent, inflating hiring costs and stunting innovation (e.g., WeWork's buzzword facade masked weak tech moat, leading to brain drain). Investors: Cross-reference jargon density with patent velocity and Glassdoor engineer ratings for execution fragility.
The panel generally agrees that excessive reliance on jargon and 'bullshit' language in corporate communications can lead to poor decision-making, capital misallocation, and increased risks for investors. While the direct causal link to financial metrics like ROIC or FCF is debated, the consensus is that it can inflate P/E multiples, invite regulatory scrutiny, and repel top talent.
Investors prioritizing firms with crisp, metrics-driven communications for resilience and better capital allocation.
The 'bullshit premium'—jargon-heavy firms commanding higher P/E multiples than their underlying growth warrants, leading to increased downside risk when the narrative breaks.