Gary Ackerman @garyackerman@qoto.org

One way AI decisions become biased is by confusing correlation with causation. Just because two variables change together doesn't mean one causes the other. #AIFallacy

AI is increasingly used for critical decisions in hiring, loans, medicine, and more. While AI can perform certain tasks more accurately than humans, using computers doesn't automatically eliminate bias.

Negotiating technology sufficiency in schools involves balancing the capacity of systems/devices, the number of devices, how they are available, and teacher preparation.

Learning outside school is often socially embedded, interest-driven, and opportunity-oriented. Students arriving in classrooms are active & independent learners due to digital experiences.

IT affects both the nature of human brains and behaviors. The digital media landscape is much more participatory than the print-dominated one before it.

Newer pedagogical models call for students to be more active in defining curriculum, building knowledge, and communicating what they've learned. These emphasize complex problems & social interaction. #StudentCenteredLearning

Humans are a technology-using species. Through IT, we extend our capacity to interact & manipulate the environment, being both social & technological at once,

Early electronic media like radio had inconsequential effects on classrooms, but modern digital tech is different, becoming the default for communication.

Technology stewards are leaders who discover, invent, and share the practices for using IT to accomplish the logistic and strategic goals of the Communities of Practice. #TechLeadership

Education tends to adopt emerging skills into curriculum more slowly than other organizations.

Reflexive relationships exist between technology, the nature of information tasks, and interaction patterns.

The presence of researchers affects subject behavior, influencing observations made in social science studies.

“Ignorance more frequently begets confidence than does knowledge.” -Charles Darwin

It is so tiresome to read about genes “for” traits. Genetics does not work that way, except rarely.

If the job description calls for you to “multitask” make sure they mean “can manage multiple projects at the same time.” If they expect you to “work on multiple projects simultaneously,” then run!

“Experience is the name everyone gives to their mistakes.” -Oscar Wilde

While Galileo was a rebel, not all rebels are Galileo.
-Norman Levitt

If your hypothesis cannot be questioned—it is always correct despite the evidence—it cannot be called science.

"Fairness" in AI can be measured in different ways, such as ensuring similar outcomes for individuals with similar qualifications ("individual fairness") or ensuring groups have proportional outcomes ("group fairness"). #AIFairness

Eliminating variables like race, gender, or origin from data doesn't automatically remove bias, as discrimination can still surface through correlations with other factors. #BiasMitigation