Author Anand Giridharadas noted that "there are twice as many men named Stanley as there are women of any name" on the list. "And there are only two Stanleys."
And Nextdoor CEO Sarah Friar, who is on the board of directors of Slack and Walmart, tweeted: "At first I thought maybe they had a men's and women's list," followed by the slapping-my-head emoji.
By Sunday, Forbes' editor, Randall Lane, had posted a response to the uproar over the list, admitting the methodology was "flawed."
On Monday, as the outcry continued, Lane said in an email to employees that he was announcing a task force that would study how it "somehow missed the forest from the trees" and recommend how to design lists and research projects more fairly, saying "we deserved the backlash."
In a tweet Monday afternoon, he wrote, "We blew it. Now we're doing what journalists do: figuring out how this happened and learning from it."
In his Sunday post, Lane wrote that the list wasn't subjectively decided by a group of editors sitting in a room, but was based on a methodology it had been working on for years with professors at Brigham Young University and INSEAD.
It ranked CEOs with greater than $10 billion in market value by their companies' "innovation premium," which the list's methodology described as the "difference between their market capitalization (value) and the net present value of cash flows from existing businesses," as well as things like the track record of the CEOs' performance, their social capital and their reputation in the media for innovation.
But starting with just CEOs of the largest publicly traded companies created a problem from the beginning. The "pool ultimately proved the problem," Lane wrote, as women represent just 5 per cent of CEOs in the S&P 500 index. "In other words, for all our carefully calibrated methodology, women never had much of a chance here."
The methodology was flawed, Lane wrote. "While each data point individually made logical sense, as did focusing on data-rich public companies, the entire exercise collapses if the possible ranking pool doesn't correlate at least somewhat with the overall pool of innovative talent. It would be intellectually dishonest to construct a methodology designed to generate a predetermined result, but in this case the forest got lost in the trees."
Lane's admission was one many women responding on Twitter had already noted. Such rankings may appear to be data-driven, but if the sample is heavily populated by men, or the methodology relies on inputs that could be biased, the results of the exercise may not be objective.
For instance, the angel investing network #Angels, founded by female tech executives and investors, called the list "embarrassing," saying "the methodology - limiting 'leaders' to US CEOs of $10bn market cap cos, weighting media perception and social following - just compounds existing biases. Do better, Forbes."
Herminia Ibarra, a professor of organizational behaviour at London Business School, tweeted before Lane's post-Sunday, "What's astounding is that there is no discussion of how much the 99 per cent male list might be a result of choices about what quantitative indicators to use." Others laced their comments with sarcasm: "It's so weird," mocked one Twitter user. "Our algorithm, which is based on years of outdated statistics that favour privilege & patriarchal systems... just seems to keep rewarding white guys."
Given the results, some wondered whether the article should have been released at all. (In his post, Lane said Forbes should have used this situation, as it has on past lists, "to delve into the larger problem of women ascending to CEO. We own that.")
Valerie Jarrett, the former senior adviser to then-president Barack Obama, lodged this complaint on Twitter: "Come on, @Forbes. If your methodology produced only one woman out of the 100 most innovative leaders, obviously you should have challenged it rather than publishing it."
- Washington Post