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This text was contributed by Invoice Schmarzo, the Dean of Massive Information
What do it is advisable to do to extend the information literacy of your group?
In a world the place your private knowledge (and the preferences and biases buried in that knowledge) are used to affect your behaviors, beliefs, and selections, knowledge literacy is a elementary and indispensable talent. And it’s not simply companies that want this coaching. Information Literacy ought to be taught in universities, in excessive colleges, in center colleges and even in grownup schooling and nursing properties.
Information literacy coaching wants to teach EVERYONE about how their private knowledge is being collected, analyzed, and used, in order to not be duped into actions, behaviors, and beliefs by organizations and individuals who perceive manipulate your private knowledge to their profit.
However what are the tutorial necessities that comprise an information literacy curriculum? To facilitate that knowledge literacy schooling for my college students, I’ve created the Information Literacy Training Framework that gives a holistic synopsis on the information and analytic coaching necessities – subject material areas – for everybody to grow to be knowledge literate.

Let’s discover every of the Information Literacy Training Framework topic areas as a part of a two-part collection on Information Literacy. Then utilizing this framework, we are able to assemble an academic curriculum together with testing to measure and subsequently elevate the Information Literacy IQ of everybody (which I’ll should cowl in a future article…or perhaps a future e book).
1. Information consciousness
In “The Rising Significance of Information and AI Literacy – Half 1,” I mentioned the significance of knowledge consciousness and the way everybody must grow to be conscious of how organizations are gathering, analyzing, and utilizing their private knowledge.
Information Consciousness is knowing how organizations are capturing, analyzing, and utilizing your private knowledge (e.g., demographic, business transactions, monetary holdings, well being and train, leisure, political, and social knowledge) to establish and codify private behaviors and preferences that can be utilized to affect your actions, behaviors, and beliefs.
Whereas most of us intrinsically know that organizations are capturing knowledge about us, it’s the “invisible knowledge” (or “obscured knowledge”) that’s buried within the superb print of that web site or cellular app Finish-Consumer Licensing Settlement that’s most troubling.

A working example is Google, which exploits or “monetizes” your knowledge within the following methods:
- Google Advertisements. Permits companies to focus on their merchandise on-line based mostly upon your private exercise and pursuits. Google makes use of AI to create a profile of the purchasers’ behaviors and leverage the insights to focus on the appropriate particular person with the appropriate advert.
- Gmail. Google additionally built-in a number of AI and ML algorithms to reinforce buyer expertise. One AI characteristic is the sensible reply. Google AI analyzes all the Gmail and proposes a reply.
- Google Assistant. Primarily based upon your requests, this voice assistant can study your pursuits to seek for something – music playlists, eating places, finest seashores, or motels – and make product and repair suggestions based mostly upon your pursuits.
- Google Maps. Google Maps makes use of AI to trace the motive force’s route, estimate the place they’re headed and guides them to their vacation spot. It provides suggestions based mostly upon close by eating places, fuel stations, and so on. based mostly upon your pursuits.
- Google Images. Google makes use of AI mines your photographs to recommend photographs and movies that the customers can share with their buddies and households.
Many organizations, like Google, present “worth” in return in your private knowledge akin to free e mail, free social media platforms, personalised internet experiences, free on-line video games, free navigational companies, and product and repair reductions (within the case of loyalty packages). It’s simply that customers should be conscious that there’s a “value” for these “free” companies, even when the value isn’t as apparent as a month-to-month subscription charge.
What are you able to do to guard your self? This knowledge literacy framework can assist you discover the reply. Step one is an consciousness of the place and the way organizations are capturing and exploiting your private knowledge for their very own monetization functions. Pay attention to what knowledge you’re sharing through the apps in your cellphone, the client loyalty packages to which you belong, and your engagement knowledge on web sites and social media. However even then, there might be questionable organizations that may skirt the privateness legal guidelines to seize extra of your private knowledge for their very own nefarious acts (spam, phishing, identification theft, ransomware, and extra).
2. Resolution literacy
Whether or not we understand it or not, everybody creates a “mannequin” to information their selections. In my weblog “Making Knowledgeable Choices in Imperfect Conditions“, I mentioned how people naturally create determination fashions to help their selections, whether or not it’s selections about deciding what path to take residence from work, what to choose up on the grocery retailer, or pitch to an influence baseball hitter like Mike Trout. And the great nature of the choice mannequin relies upon upon the significance of the choice and the prices related to making a fallacious determination.
- With a excessive affect determination akin to shopping for a home, shopping for a automobile, or deciding the place to go on trip, we construct pretty in depth fashions by gathering and assessing all kinds of knowledge with a purpose to assist in making an “optimum” determination.
- Different determination fashions are much less impactful, so we use “guidelines of thumbs” or heuristic determination fashions to help selections akin to altering the oil in your automobile each 3,000 miles, seeing a dentist each 6 months, or altering your underwear at the least as soon as per week.

Resolution Literacy is an consciousness of how people make determination fashions – some very complete and others utilizing “guidelines of thumb” relying upon the price of the choice being fallacious – to assist us make extra knowledgeable, extra correct, extra worthwhile, and safer selections.
When making selections, how one frames the choice is every thing. In case you come into this course of along with your thoughts already made up (i.e., to show or validate a call that you’ve already made), then you’ll gravitate in the direction of knowledge that helps your place and fabricate causes to disregard the information that runs counter to your place. In case you have a vested curiosity in a sure determination final result, then your objectivity is threatened, and the outcomes of your evaluation are prone to be biased.
Additionally, the human mind is a poor decision-making instrument. Human decision-making advanced from hundreds of thousands of years of survival on the savanna. People grew to become superb at sample recognition and extrapolation: from “That appears only a innocent log behind that patch of grass,” to “Yum, that appears like an antelope!” to “YIKES, that’s truly a saber-toothed tiger!!” Necessity dictated that we grow to be superb at recognizing patterns and making fast, instinctive survival selections based mostly upon these patterns.
To make issues worse, people are awful quantity crunchers (guess we didn’t have to crunch many numbers to identify that saber-toothed tiger). Consequently, people have realized to depend on heuristics, intestine really feel, guidelines of thumb, anecdotal info, and instinct as our determination fashions. However these determination fashions are inherently flawed and fail us in a world of very massive, broadly assorted, high-velocity knowledge sources.
One solely wants to go to Las Vegas to see our human decision-making flaws at work. Yea, casinos don’t construct these magnificent monuments to human stupidity as a result of they offer away cash.

Past knowledge literacy to prediction literacy: A framework
What do we have to do to extend the information literacy of our group?
On this article, I launched the subject material areas of the Information Literacy Academic Framework, a framework that organizations, universities, excessive colleges, and even grownup schooling can use to create a holistic knowledge literacy academic curriculum. Then I deep dived into the primary two topic areas of the Information Literacy Academic Framework:
- Topic Space #1: Information Consciousness which talked about how everybody must be conscious how their private knowledge is being captured and used to affect or manipulate how we predict and the choices that we make.
- Topic Space #2: Resolution Literacy which mentioned how people make fashions of assorted complexity to make extra knowledgeable and correct selections.
In a world the place your private knowledge, and the preferences or biases buried in that knowledge, are getting used to instantly affect our behaviors, beliefs, and selections, we should train knowledge literacy to EVERYONE.
In any other case, we is perhaps persuaded into believing that the earth is flat…
This text is a component one in every of a two-part collection.
Invoice Schmarzo is an writer, educator, innovator, and influencer with a profession that spans greater than 30 years.
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