Reproducibility Democratizing Data Science Social justice Equitable distribution of privileges within a society The minimum standard for judging scientific claims when full independent replication of a study is not possible • 1. Introduce a democratic system to data science.
Reproducibility Democratizing Data Science Social justice Equitable distribution of privileges within a society The minimum standard for judging scientific claims when full independent replication of a study is not possible • 1. Introduce a democratic system to data science.
2. Make data science accessible to everyone. Methodological advances Compute power Public data sets
Reproducibility Democratizing Data Science Social justice Equitable distribution of privileges within a society The minimum standard for judging scientific claims when full independent replication of a study is not possible • 1. Introduce a democratic system to data science.
2. Make data science accessible to everyone. Community governance Open access education Methodological advances Compute power Public data sets
Reproducibility Democratizing Data Science Social justice Equitable distribution of privileges within a society The minimum standard for judging scientific claims when full independent replication of a study is not possible • 1. Introduce a democratic system to data science.
2. Make data science accessible to everyone. Community governance Open access education Cultural barriers Technology barriers Methodological advances Compute power Public data sets