September 22, 2026
Review
What claims can science test?
What is scientific evidence?
(For our purposes) a statement about what is true or right.
(For our purposes) the basis for a claim is the reason we should accept the truth or validity of that claim. It includes
the evidence that is used to “prove” the claim is true
and the warrant: assumptions required for the evidence to be valid “proof”
colloquially, we refer to both parts as “evidence”
Since 2023, 90,000 people have been laid off by U.S. employers attributing the cuts to AI adoption.
The occupations most exposed to AI automation are concentrated in clerical, administrative, and customer-support roles.
Tech industry executive: “Companies that refuse to use AI to cut labor costs will be left behind, and that’s simply the cost of progress.”
Widespread AI adoption reduces bargaining power and job security for low-wage workers in customer service and data-entry roles.
AI adoption has increased overall employment by creating more new jobs than it has displaced.
Governments should heavily regulate or slow AI deployment in the workplace to protect existing jobs.
Since 2023, 90,000 people have been laid off by U.S. employers attributing the cuts to AI adoption. (empirical)
The occupations most exposed to AI automation are concentrated in clerical, administrative, and customer-support roles. (empirical)
Tech industry executive: “Companies that refuse to use AI to cut labor costs will be left behind, and that’s simply the cost of progress.” (normative)
Widespread AI adoption reduces bargaining power and job security for low-wage workers in customer service and data-entry roles. (empirical)
AI adoption has increased overall employment by creating more new jobs than it has displaced. (empirical)
Governments should heavily regulate or slow AI deployment in the workplace to protect existing jobs. (normative)
scientific truth assumes:
Science is distinct as a form of thought in that:
Think, then write down…
In groups, discuss your beliefs about the best music.
Discuss: how would you prove who is right… scientifically?
Normative claims always reach beyond empirical experience.
Only empirical claims can be judged using scientific evidence.
What are key attributes of “scientific evidence”?
(Respond with only a word or two)
“It is a vast domestic terror movement. With God as my witness, we are going to use every resource we have at the Department of Justice, Homeland Security, and throughout this government to identify, disrupt, dismantle and destroy these networks and make America safe again for the American people.” - Steven Miller, White House Depute Chief of Staff
Center for Strategic and International Studies found that between 2017 and 2022: “Violent far-right extremist have been responsible for 94 of the 108 terrorism fatalities (87 percent) in the United States in the past five years. This included 2022, when 18 of the 19 fatalities occurred during far-right terrorist attacks.”
Cato Institute found that since 1975, of murders in terrorist attacks (excluding 9/11), 63 percent committed by right-wing, 10 percent by left-wing

“Storming of US Capitol on January 6, 2021 was justified.”
Reasons:
\(Claim:\) “Presidential Election in Georgia was fraudulently stolen from Donald Trump”. “counting of [absentee] ballots [in Fulton county - Atlanta] took place in secret after Republican Party observers were dismissed because they were advised that the tabulation center was shutting down for the night.”
\(Claim:\) Presidential Election in Georgia was fraudulently stolen from Donald Trump
(Board)
\(Claim:\) Presidential Election in Georgia was fraudulently stolen from Donald Trump
If the claim were true, then \(\xrightarrow{implies}\) absentee ballots from precincts in Fulton County should be pro-Biden more than absentee ballots from neighboring voting precincts just across the county line in other counties (where tabulation did not allegedly take place is secret)
Researcher found absentee ballots from Fulton county precincts were more pro-Biden than neighboring counties: see here
Therefore, concludes: “Fraud in Georgia Election”
Is this evidence persuasive? Why or why not?
Imagine two groups of cities: Some passed restrictions on handgun purchasing and ownership; some did not. Then we counted number of cities where crime increased or decreased
Did gun control increase or decrease crime?
We evaluate/interpret evidence in a way that aligns with our existing views…
If we have an empirical claim, \(C_1\) (\(C\) for claim)
and, if \(C_1\) (claim) were true, then it implies we should make certain empirical observations \(O_1\)
Confirmation says that
\(C_1 \xrightarrow{implies}\) we see \(O_1\)
If we see \(O_1\)
Then, \(C_1\) is true (or, more “likely” to be true)
\(C_1:\) Presidential Election in Georgia was fraudulently stolen from Donald Trump
If \(C_1\) were true, then \(\xrightarrow{implies}\) \(O_1:\) absentee ballots from precincts in Fulton County should be pro-Biden more than absentee ballots from neighboring voting precincts just across the county line in other counties (where tabulation did not allegedly take place is secret)
\(O_1:\) Researcher finds absentee ballots from Fulton county precincts were more pro-Biden than neighboring counties.
Therefore, concludes: “Fraud in Georgia Election”, \(C_1\) is true
Many reject confirmation: because many different, incompatible claims are consistent with the same observed evidence. We are prone to confirmation bias.
\((C_1, C_2, \ldots, C_k) \xrightarrow{imply}\) we see \(O_1\)
If we see \(O_1\)
Then, \(C_1\) is not proven
\(C_1:\) Presidential Election in Georgia was fraudulently stolen from Donald Trump
Confirmation?
\(C_1 \xrightarrow{implies}\) absentee ballots from precincts in Fulton County should be pro-Biden more than absentee ballots from neighboring voting precincts just across the county line in other counties
Researcher finds absentee ballots from Fulton county precincts were more pro-Biden than neighboring counties.
Therefore, “Fraud in Georgia Election”
\((C_1, C_2, C_3) \xrightarrow{imply}\): Absentee ballots in Fulton County more Pro-Biden than neighboring counties
Researcher finds absentee ballots from Fulton county precincts were more pro-Biden than neighboring counties.
Therefore, \(C_1, C_2, or \ C_3\) could be true
Confirmation looks to see: is there evidence that the claim is right
Falsification looks to see: is there evidence that the claim is wrong
Logic of falsification: what is implication \(O_1\) that we should not see if claim is true?
It is hard to use falsification to disprove a claim in one test:
weak severity requirement:
“one does not have evidence for a claim if nothing has been done to rule out the ways the claim may be false.”
“If data x agree with a claim C, but the method is … guaranteed to find such agreement, and had little or no capability of finding flaws with C even if they exist, they we have bad evidence, no test”
(Mayo 2018)
If evidence fails to meet weak severity requirement, it is not scientific (sniff test)
Severity requirement comes from assumptions for scientific truth:

Does evidence meet weak severity requirement?
Does evidence meet weak severity requirement?
Recent studies suggest that it’s very important that you come into this room right over here just now. Studies also suggest that it’s equally important you do not waste time asking questions … but just step this way through the door very quickly and by yourself, immediately.
The studies were conducted, and the evidence is conclusive: this room just over here is where you should go next, without anyone coming with you. Scientists did them, the studies. Which ones? Yes.
The studies are all finished now, and you don’t need to see them. The studies suggested that it’s not important you see the studies at all, but it is important that you hurry along, quickly now, because time is of the essence. The studies say now is the best time for you to be alone in that room.
Claim: “US tariffs Worked, with little downside”
| Causal Link | Evidence Cited | Evidence Ignored/Downplayed |
|---|---|---|
| Investment — tariffs should spur capital investment | Investment flat/mixed; blamed on AI boom, policy shifts, “instability” | |
| GDP Growth — should hold up despite short-term costs | Cited 2.9% growth in last 3 quarters of 2025 | Excluded Q1 2025 (-0.3%, import front-loading); full-year growth (2.1%) below 2024 (2.8%) |
| Manufacturing Jobs & Wages — should rise with domestic demand | Cited late-2025 upticks in job openings, real wages | Manufacturing lost 88K jobs; wage uptick not tested against low-wage job losses |
| Trade Deficit — should shrink over time | Cited falling bilateral deficit with China | Overall deficit flat/record-high; China imports just shifted to other countries |
“scientific evidence”:
“unscientific evidence”:
Pursuit of scientific truth:
Next time:
How to use weak severity requirement. How scientific evidence is relevant to power.