Category Archives: in-group bias

The Map and the Territory

Recent book by Wuppulari and Doria. F___ing Amen man. This would be a good one for discussion. From the Intro by Penrose:

“Is there a global map that can simulate every other map under some constraint? […] If two maps cannot be integrated, is this a limitation of our scientific cartography or is it the nature of the underlying territory itself that prevents us from such an attempt? […] It is safer to let the gaps remain as gaps while we let our maps remain as maps, rather than giving in to the seemingly seductive approach of trading in our understanding and intermingling maps with territory to fill in the conceptual gaps—however, much this may comfort us and appeal to our tastes!”

From the blurb at

This volume presents essays by pioneering thinkers including Tyler Burge, Gregory Chaitin, Daniel Dennett, Barry Mazur, Nicholas Humphrey, John Searle and Ian Stewart. Together they illuminate the Map/Territory Distinction that underlies at the foundation of the scientific method, thought and the very reality itself.

It is imperative to distinguish Map from the Territory while analyzing any subject but we often mistake map for the territory. Meaning for the Reference. Computational tool for what it computes. Representations are handy and tempting that we often end up committing the category error of over-marrying the representation with what is represented, so much so that the distinction between the former and the latter is lost. This error that has its roots in the pedagogy often generates a plethora of paradoxes/confusions which hinder the proper understanding of the subject. What are wave functions? Fields? Forces? Numbers? Sets? Classes? Operators? Functions? Alphabets and Sentences? Are they a part of our map (theory/representation)? Or do they actually belong to the territory (Reality)? Researcher, like a cartographer, clothes (or creates?) the reality by stitching multitudes of maps that simultaneously co-exist. A simple apple, for example, can be analyzed from several viewpoints beginning with evolution and biology, all the way down its microscopic quantum mechanical components. Is there a reality (or a real apple) out there apart from these maps? How do these various maps interact/intermingle with each other to produce a coherent reality that we interact with? Or do they not?

Does our brain uses its own internal maps to facilitate “physicist/mathematician” in us to construct the maps about the external territories in turn? If so, what is the nature of these internal maps? Are there meta-maps? Evolution definitely fences our perception and thereby our ability to construct maps, revealing to us only those aspects beneficial for our survival. But the question is, to what extent? Is there a way out of the metaphorical Platonic cave erected around us by the nature? While “Map is not the territory” as Alfred Korzybski remarked, join us in this journey to know more, while we inquire on the nature and the reality of the maps which try to map the reality out there.

The book also includes a foreword by Sir Roger Penrose and an afterword by Dagfinn Follesdal.

Applying artificial intelligence for social good

This McKinsey article is an excellent overview of this more extensive article (3 MB PDF) enumerating the ways in which varieties of deep learning can improve existence. Worth a look.

The articles cover the following:

  • Mapping AI use cases to domains of social good
  • AI capabilities that can be used for social good
  • Overcoming bottlenecks, especially around data and talent
  • Risks to be managed
  • Scaling up the use of AI for social good

News startups aim to improve public discourse

A Nieman Reports article highlights four startups seeking to improve public discourse. Let’s hope efforts to create methods and technologies along these lines accelerate and succeed in producing positive outcomes.

Neuroscience report on Dumpsters

See this report. While it also applies to ignorant Dems, however “studies have shown that Democrats now tend to be generally more educated than Republicans, making the latter more vulnerable to the Dunning-Kruger effect.”

“Perhaps this helps explain why Trump supporters seem to be so easily tricked into believing obvious falsehoods when their leader delivers his ‘alternative facts’ sprinkled with language designed to activate partisan identities. Because they lack knowledge but are confident that they do […] they are less likely than others to actually fact-check the claims that the President makes. This speculation is supported by evidence from empirical studies.”

Dunning-Kruger effect:

“In the field of psychology, the Dunning–Kruger effect is a cognitive bias in which people of low ability have illusory superiority and mistakenly assess their cognitive ability as greater than it is. The cognitive bias of illusory superiority comes from the inability of low-ability people to recognize their lack of ability; without the self-awareness of metacognition, low-ability people cannot objectively evaluate their actual competence or incompetence.”

“A new study published in the journal Political Psychology, carried out by the political scientist Ian Anson at the University of Maryland Baltimore County, not only found that the Dunning-Kruger effect applies to politics, it also appears to be exacerbated when partisan identities are made more salient. In other words, those who score low on political knowledge tend to overestimate their expertise even more when greater emphasis is placed on political affiliation. […] This occurred with both Republicans and Democrats, but only in those who scored low on political knowledge to begin with.”

“We should not lose all hope in trying to reach the victims of the Dunning-Kruger effect. At least one study found that incompetent students increased their ability to accurately estimate their class rank after being tutored in the skills they lacked. With the right education methods and a willingness to learn, the uninformed on both sides of the political aisle can gain a meta-awareness that can help them perceive themselves more objectively.”

White American intolerance connected to authoritarianism

 Good article discussing this recent study.

The threat to our democracy isn’t partisanship on both sides; it’s intolerant white Americans that are prone to authoritarianism. When the imagine that their white identity is threatened they support undemocratic, authoritarian rule. And of course Dump is the perfect authoritarian to stoke their prejudices to impose undemocratic restrictions on some of the population. Which is, of course, a “repudiation of American values and democratic commitments.”

Of course this phenomenon has been going on before Dump; it’s been in the Repugnantan playbook for decades with vote ID laws and other voter suppression tactics that are specifically aimed at those of color. So it’s no wonder that Dump comes along and takes over a playing field well prepared for just such a racist authoritarian.

So remember that what’s going on is not equivalent on both sides of the political spectrum.* Liberals may be partisan but they do not suggest laws that curtail democracy but rather reinforce it.** These intolerant white Repugnantans are more than partisan; they are authoritarian and don’t care if democracy is destroyed in the process of enacting authoritarian rule.

*Like Dump proclaiming that there were good people on both sides of a Nazi march. You know, the good Nazis.

** If you’re thinking of the liberal student protestors wanting to prevent Nazis from speaking at their university, remember that the 1st Amendment does not allow any or all speech, e.g. fighting words. Being intolerant of racist hatred, a clear violation of free speech law, is not in any way the same as inciting racist hatred.

Differences in liberal and conservative bias

Thanks to Normalanga for sending this study to me,  in which participants were paid to read opposing political Twitter feeds for a month. The results were that conservatives were “substantially more conservative” after the experiment, while liberals were “slightly more liberal […] though none of these effects were statistically significant.” It is obvious that liberal and conservative bias is on an asymmetrical scale.

Why some conservatives are blind to climate change

Article by Jiaying Zhao et al. in The Conversation. Some excerpts:

“Despite the strong evidence that human activities are contributing to climate change, a small minority of the public disagrees with the scientific consensus. […] When we analyzed the data, we found a pattern: Conservatives who were less concerned about climate change were less likely to see climate-related words than liberals who were worried about the issue. In short, conservatives showed climate change blindness.”

“Now that we know people’s political orientation affects their visual attention to climate change, this raises a possible feedback loop, where concerned liberals readily tune their attention to news headlines about climate change and become even more concerned. But unconcerned conservatives may be more blind to the same headlines about climate change and therefore become more entrenched in their disbelief. The visual blindness can further deepen the denial of the real risks of climate change such as flooding, hurricanes, drought and heatwaves, and consequently a lack of action to mitigate climate change.”

The article goes on to suggest ways of framing climate change in terms amenable to these conservatives. See the link for more.

A dive into the black waters under the surface of persuasive design

A Guardian article last October brings the darker aspects of the attention economy, particularly the techniques and tools of neural hijacking, into sharp focus. The piece summarizes some interaction design principles and trends that signal a fundamental shift in means, deployment, and startling effectiveness of mass persuasion. The mechanisms reliably and efficiently leverage neural reward (dopamine) circuits to seize, hold, and direct attention toward whatever end the designer and content providers choose.

The organizer of a $1,700 per person event convened to show marketers and technicians “how to manipulate people into habitual use of their products,” put it baldly.

subtle psychological tricks … can be used to make people develop habits, such as varying the rewards people receive to create “a craving”, or exploiting negative emotions that can act as “triggers”. “Feelings of boredom, loneliness, frustration, confusion and indecisiveness often instigate a slight pain or irritation and prompt an almost instantaneous and often mindless action to quell the negative sensation”

Particularly telling of the growing ethical worry are the defections from social media among Silicon Valley insiders.

Pearlman, then a product manager at Facebook and on the team that created the Facebook “like”,  … confirmed via email that she, too, has grown disaffected with Facebook “likes” and other addictive feedback loops. She has installed a web browser plug-in to eradicate her Facebook news feed, and hired a social media manager to monitor her Facebook page so that she doesn’t have to.
It is revealing that many of these younger technologists are weaning themselves off their own products, sending their children to elite Silicon Valley schools where iPhones, iPads and even laptops are banned. They appear to be abiding by a Biggie Smalls lyric from their own youth about the perils of dealing crack cocaine: never get high on your own supply.

If you read the article, please comment on any future meeting topics you detect. I find it a vibrant collection of concepts for further exploration.

Seeing my blindfold

I’ve found some thought-provoking answers on the Q&A social media site, Quora. Follow the link to a perceptive and helpful answer to, “Can a person be able to objectively identify exactly when and how their thinking processes are being affected by cognitive biases?

The author provides some practical (if exhausting) recommendations that, if even partly followed by a third-to-half of people (my guestimate), would possibly collapse the adversarial culture in our country.

Liberals and conservatives are not equivalently biased

Here is a meta-analysis called “Ideological asymmetries and the essence of political psychology” by John T. Jost, Political Psychology, Vol. 38, No. 2, 2017. This is in part a response to a previous meta-analysis posted on this blog that found both liberal and conservatives equally biased. It’s interesting how liberals, when basing their so-called biases on science and facts, are declared equivalently biased to those whose biases are based on factors other than the foregoing, including authoritarianism and fear responses.  I found that previous article to be biased on finding symmetries to the point of absurdity in the name of so-called ‘fairness.’ This article addresses that in the 2nd quoted paragraph below.

Some excerpts:

“Aggregating across 181 studies involving over 130,000 research participants from 14 different countries, we confirmed that political conservatism was positively associated with intolerance of ambiguity, need for cognitive closure, personal needs for order and structure, cognitive/perceptual rigidity, and dogmatism. In addition, liberalism was positively associated with integrative complexity, uncertainty tolerance, cognitive reflection, and need for cognition” (179).

“I have found that some critics express their objections in moralistic terms—as if there is something uncouth or perhaps even unethical about studying ways in which people on the left and right differ with respect to, say, open-mindedness or sensitivity to threat or prejudice—and that there is something noble about downplaying such differences. Some have even gone so far as to imply that researchers who document ideological asymmetries are ‘biased,’ whereas those who highlight symmetries are not. This is a fallacious form of reasoning, to put it politely. One can just as easily be biased against seeing differences that are truly there as one can be biased in favor of seeing differences that are not there. At the end of the day, any talk of ‘bias’ in the absence of standards for assessing accuracy is utterly incoherent, but, unfortunately, this is how the discourse often proceeds. Matters are made more complicated by the fact that it is part of our job as political psychologists to establish the standards for assessing judgmental accuracy in the first place. […] My own view is that if political psychologists have anything at all to contribute to the development of a good society, and I firmly believe that they do, it is not ‘Swiss-style neutrality'” (194-95).