When: 7th of Oct. at 3pm CEST/ 9am EDT
Want to join? Sign up here (registration is by donation): bigteamscienceconference.github.io
When: 7th of Oct. at 3pm CEST/ 9am EDT
Want to join? Sign up here (registration is by donation): bigteamscienceconference.github.io
@shawnrhoadsphd.bsky.social,
@todorova.bsky.social,
@jonasnitschke.bsky.social, Jamie Druckman,
@madalina.bsky.social, The Many Labs Climate Consortium (i.e., the academic expert forecasters),
@clauslamm.bsky.social, and @jayvanbavel.bsky.social
@shawnrhoadsphd.bsky.social,
@todorova.bsky.social,
@jonasnitschke.bsky.social, Jamie Druckman,
@madalina.bsky.social, The Many Labs Climate Consortium (i.e., the academic expert forecasters),
@clauslamm.bsky.social, and @jayvanbavel.bsky.social
Would love your thoughts and feedback! #openscience #climatepsych #forecasting
Would love your thoughts and feedback! #openscience #climatepsych #forecasting
Forecasting experiments also give unique insights into how experts (and nonexperts) think and act!
Forecasting experiments also give unique insights into how experts (and nonexperts) think and act!
➡️ Being an expert helps—but it doesn’t guarantee accuracy.
➡️ Predicting behavioral outcomes is especially hard.
➡️ And heuristics can be more useful than expected.
➡️ Being an expert helps—but it doesn’t guarantee accuracy.
➡️ Predicting behavioral outcomes is especially hard.
➡️ And heuristics can be more useful than expected.
The only consistent predictor across outcomes? Age.
Older participants were more accurate.
Other traits (e.g., open-mindedness, political orientation) mattered for beliefs and policy—but not behavior.
The only consistent predictor across outcomes? Age.
Older participants were more accurate.
Other traits (e.g., open-mindedness, political orientation) mattered for beliefs and policy—but not behavior.
Just assume the interventions do nothing. No effect.
It turns out this "do nothing" model was surprisingly hard to beat—especially when predicting real behavior.
Just assume the interventions do nothing. No effect.
It turns out this "do nothing" model was surprisingly hard to beat—especially when predicting real behavior.
▶️ Academics were more accurate than the public—especially for belief and policy outcomes.
▶️ But their predictions were less accurate for behavior.
▶️ However, nobody outperformed a simple heuristic model.
▶️ Academics were more accurate than the public—especially for belief and policy outcomes.
▶️ But their predictions were less accurate for behavior.
▶️ However, nobody outperformed a simple heuristic model.
Academics (N = 242)
Government officials (N = 23)
Climate communicators (N = 23)
General public (N = 574)
We then compared their predictions to actual results from a nationally representative U.S. sample (N = 6,954).
Academics (N = 242)
Government officials (N = 23)
Climate communicators (N = 23)
General public (N = 574)
We then compared their predictions to actual results from a nationally representative U.S. sample (N = 6,954).
✅ Beliefs about climate change
✅ Support for climate policy
✅ A costly pro-environmental behavior
These weren’t hypotheticals—these were real interventions, with real data.
✅ Beliefs about climate change
✅ Support for climate policy
✅ A costly pro-environmental behavior
These weren’t hypotheticals—these were real interventions, with real data.
🔹 Prioritizing modifiable psychological research targets
🔹 Accounting for national context
🔹 Emphasizing outcome specificity
🔹 Prioritizing modifiable psychological research targets
🔹 Accounting for national context
🔹 Emphasizing outcome specificity
Public vs private, easy vs effortful behaviors are driven by different factors.
Designing effective interventions means targeting the right outcome with the right lever.
Public vs private, easy vs effortful behaviors are driven by different factors.
Designing effective interventions means targeting the right outcome with the right lever.
Political orientation strongly predicts beliefs and policy support,
but not actual behavior—and even predicts less info sharing.
Is polarization appears more psychological than behavioral?
Political orientation strongly predicts beliefs and policy support,
but not actual behavior—and even predicts less info sharing.
Is polarization appears more psychological than behavioral?
🔹 Belief: 57% 🥳
🔹 Policy support: 46%🍾
🔹 Info sharing: 74% accuracy🎉
🔹 Actual behavior: just 10%🫣
Private, effortful actions are harder to predict—likely influenced by unmeasured situational factors.
🔹 Belief: 57% 🥳
🔹 Policy support: 46%🍾
🔹 Info sharing: 74% accuracy🎉
🔹 Actual behavior: just 10%🫣
Private, effortful actions are harder to predict—likely influenced by unmeasured situational factors.
✅ Environmentalist identity
✅ Trust in climate science
✅ Internal environmental motivation
✅ HDI
Most other predictors had inconsistent or even opposing effects (positive relationship with one outcome, neg with another).
✅ Environmentalist identity
✅ Trust in climate science
✅ Internal environmental motivation
✅ HDI
Most other predictors had inconsistent or even opposing effects (positive relationship with one outcome, neg with another).