Units to learn practice and promote research skills
Confirmation Bias
COMING SOON
Confirmation Bias
The original error.
1-hour interactive presentation. 3 scaffolding lessons teach how cognitive bias influences research. Participants learn about how masking can work to address bias and some issues that arise when attempting to mask an experiment. Spice up a lab meeting, teach a class, run a skill-building session for your team.
3-hour interactive presentation. 7 scaffolding lessons teach how confirmation bias affects every step of the research process. Participants learn strategies for addressing bias in hypothesis formation, experimental design, and data analysis. Teach one week of class, or run an intensive workshop.
Asynchronous, online reference resource. 7 chapters teach how confirmation bias affects every step of the research process. Readers learn strategies for addressing bias in hypothesis formation, experimental design, and data analysis. Learn solo, assign it as coursework, or use it as a reference.
Controls
COMING SOON
Controls
Clarity, not coincidence!
1-hour interactive presentation. 3 lessons engagingly introduce the importance of control, challenge learners to grapple with the many meanings of "control" and support planning for fundamental types of negative control groups. Spice up a lab meeting, teach a class, run a skill-building session for your team.
3-hour interactive presentation. 8 lessons include and continue the Meeting version to address the benefits and challenges of additional types of control groups and the unique influence of expectations. Participants then synthesize their knowledge and explore ways to optimize investment in control and embrace transparency in reporting limitations. Teach one week of class, or run an intensive workshop.
Asynchronous, online reference resource. 8 chapters with built-in activities expand upon content in the Class version to support learners in exploring, reflecting, and planning experimental controls. Learn solo, assign it as coursework, or use it as a reference.
Data Visualization
COMING SOON
Data Visualization
Make meaning visible.
1-hour interactive presentation. 3 lessons introduce how data visualization communicates research and how plot choice impacts interpretation of results. Participants learn how data structure and plot choices are related: plot choice implies an expected data structure, and data structure indicates ideal plot types. Spice up a lab meeting, teach a class, or run a skill-building session for your team.
3-hour interactive presentation. 7 lessons include and continue the meeting version to build and improve publication-quality figures. Participants learn why thoughtful design choices are necessary both for accessibility and to prevent misinterpretation when communicating research. Teach one week of class, or run an intensive workshop.
Asynchronous, online reference resource. 7 chapters with built-in activities expand upon content in the class version to support learners when identifying common pitfalls in data visualization and applying best practices for fixing design errors or building their own multipanel figures. Learn solo, assign it as coursework, or use it as a reference.
Search and Research
COMING SOON
Search and Research
Search and Research to Support Rigor
2-hour interactive presentation. 6 lessons include and continue the Meeting version to address the mechanics of conducting a targeted literature search, iterating on the search, and the cautious usage of LLMs to enhance learning. Teach one week of class, or run an intensive workshop.
Asynchronous, online reference resource. 6 chapters with built-in activities expand upon content in the Class version to support learners in enhancing the efficiency and effectiveness of their learning and search. Learn solo, assign it as coursework, or use it as a reference.
Randomization
COMING SOON
Randomization
Randomize to know it is real.
1-hour interactive presentation. 3 lessons teach why we randomize, common randomization mistakes, and choosing appropriate randomization methods. Participants learn why randomization is essential for causal inference, how to identify flawed randomization procedures, and how to select suitable randomization approaches for their research. Spice up a lab meeting, teach a class, or run a skill-building session for your team.
3-hour interactive presentation. 8 lessons teach about the theory and practice of randomized allocation and randomization in your lab; how to design randomized studies that account for important covariates or environmental variables; implement simple, block, and stratified randomization; and transparently report randomization methods. Teach one week of class, or run an intensive workshop.
Asynchronous, online reference resource. 8 chapters teach the theory and practice of randomized allocation and randomization in your lab. Readers learn to recognize common randomization myths and mistakes, implement simple, block, and stratified randomization techniques, and account for important variables in experimental design. Learn solo, assign it as coursework, or use it as a reference.
We are creating a full, free, online educational curriculum to help you better understand the principles and practices of scientific rigor.
Join us in Beta testing these units and help improve how scientific rigor is taught.
How to test:
• Go to the Book tab and click Start Book.
• Log in at the top of the sidebar to save your progress.
• Complete a quick self-assessment on your knowledge.
• Take the book version of the unit.
• Check back in on that self-assessment.
• Take a unit test.
Questions about Beta testing? Email us at ztp@seas.upenn.edu
Join us in Beta testing these units and help improve how scientific rigor is taught.
How to test:
• Go to the Book tab and click Start Book.
• Log in at the top of the sidebar to save your progress.
• Complete a quick self-assessment on your knowledge.
• Take the book version of the unit.
• Check back in on that self-assessment.
• Take a unit test.
Questions about Beta testing? Email us at ztp@seas.upenn.edu