
Evidence may support multiple theories
Image: CC BY 2.5, via Wikimedia Commons
Evidence may support multiple theories
Underdetermination of theory by data (UTD) suggests that evidence available at any given time may not be sufficient to determine which scientific theory to believe in. This occurs when the available evidence is insufficient to uniquely identify a single theory, allowing for multiple theories to be consistent with the same evidence.
Example
If all that was known was that exactly $10 were spent on apples and oranges, with apples costing $1 and oranges $2, one could eliminate some possibilities (e.g., 6 oranges could not have been purchased), but not know the specific combination of apples and oranges purchased. This illustrates how evidence can support multiple theories (e.g., different combinations of apples and oranges).
Understanding underdetermination is crucial for recognizing the limitations of empirical evidence in theory choice and the potential for multiple valid interpretations of the same data.
Falsifiability
Popper introduced falsifiability as a criterion for scientific theories
Instrumentalism
Instrumentalism views scientific theories as useful tools, not as descriptions of unobservable reality
Karl Popper
Lakatos's research programmes improve over Popper's by protecting hard cores with auxiliary hypotheses
Replication crisis
Replication crisis undermines scientific credibility
Michel Foucault
Foucault's theories link power, knowledge, and social control
Logical positivism
Logical positivism's verification principle claims only empirically verifiable statements are meaningful
One email a day: 5 concepts + the 5 stories that matter →
Swipe through 100 ML concepts daily
Open TickerNews