At the ELIXIR all hands meeting in Rome last week, community member and 
Instructor Trainer Allegra Via organized a workshop led by Prof. Rochelle 
Tractenberg on the topic of Statistics and Metacognition. Prof. Tractenberg is 
a biostatistician and has developed a method for developing Mastery Rubrics 
(MR) to map out and support skills training in a variety of disciplines. In the 
workshop in Rome, we went through the Mastery Rubric for statistical literacy 
(MR-SL) to think about how training and mentoring engagements with researchers 
might fill out the skills rubric and support learning and skill development. 
These ideas are laid out in Prof. Tractenberg’s recent paper, “How the Mastery 
Rubric for Statistical Literacy Can Generate Actionable Evidence about 
Statistical and Quantitative Learning Outcomes”. Essentially Table 2 of that 
paper lays out the outcome of the process. The table is arranged as 
“performance level” vs. “Knowledge Skills and Abilities” (KSAs) in order to 
build a matrix of skills and what is required to demonstrate mastery.

This method may be of interest to Software Carpentry community members for two 
reasons. First, as a great way to organize efforts to enhance statistical 
literacy among your own community. Second, as a model for how to build a rubric 
for skills development and learning for any topic.

I’m particularly interested in the second, trying to build a Mastery Rubric for 
research computation skills. This may require some outside funding to do well, 
and I’m going to begin building a proposal for such an effort. I hope that such 
a rubric can be used as a roadmap for lesson development, mentoring and support 
that can help develop computational skills for researchers. I think this will 
be an important overarching guide that serves to organize various workshops and 
skills development our community provides around the world.

We currently serve a novice learner pretty well with our lessons, but have had 
a hard time articulating the intermediate and advanced skills a learner might 
focus on to advance their own abilities. I think the Mastery Rubric could help 
us to organize skills development and associated interventions (workshops, 
mentorship etc) that can help accelerate people as they seek to develop their 
own skills and abilities.

If you’re interested in helping in this effort, or have some ideas about how 
this might dovetail into your own work and challenges, please reach out to me 
directly.



Regards,
---
Jonah Duckles
Software Carpentry, Executive Director
http://software-carpentry.org
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