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Stanford Data Science Code of Conduct

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Our community is the most valuable thing about Stanford Data Science.

Supporting a safe, inclusive, welcoming, and harassment-free experience for everyone in our community is paramount, as is strengthening connections with other communities that have influenced our work. Our Code of Conduct is heavily drawn from Openscapes, rOpenSci, and Mozilla, who we greatly appreciate for their leadership in this area.

Diversity is our strength, our intention is to cultivate a tone where everyone in the community, no matter their backgrounds and accomplishments, comes with a mind open to learning from, with, and for each other. In our community, we encourage listening and openness to learning in all of our interactions. This means:

Be Respectful

Value each other’s ideas, styles, and viewpoints. We may not always agree, but disagreement is no excuse for poor manners. Be open to different possibilities and being wrong. Be respectful in all interactions and communications, especially when debating the merits of different options. Be aware of your impact and how intense interactions may be affecting people. Be direct, constructive, and positive. Take responsibility for your impact and your mistakes – if someone says they have been harmed through your words or actions, listen carefully, apologize sincerely, and correct the behavior going forward.

Be Direct but Professional

We must be able to speak directly when we disagree and when we think we need to improve. We cannot withhold hard truths. Doing so respectfully is hard, doing so when others don’t seem to be listening is harder, and hearing such comments when one is the recipient can be even harder still. We need to be honest and direct, as well as respectful.

Be Inclusive

Seek diverse perspectives. Diversity of views and of people on teams powers innovation, even if it is not always comfortable. Encourage all voices. Help new perspectives be heard and listen actively. If you find yourself dominating a discussion, it is especially important to step back and encourage other voices to join in. Be aware of how much time is taken up by dominant members of the group. Provide alternative ways to contribute or participate when possible.

Be inclusive of everyone in an interaction, respecting, and facilitating people’s participation whether they are:

  • Remote (on video or phone)
  • Not native language speakers
  • Coming from a different culture
  • Using pronouns other than “he” or “she”
  • Living in a different time zone
  • Facing other challenges to participate

Think about how you might facilitate alternative ways to contribute or participate. If you find yourself dominating a discussion, step back. Make way for other voices and listen actively to them.

Understand Different Perspectives

Our goal should not be to “win” every disagreement or argument. A more productive goal is to be open to ideas that make our own ideas better. Strive to be an example for inclusive thinking. “Winning” is when different perspectives make our work richer and stronger.

Appreciate and Accommodate Our Similarities and Differences

We come from many cultures and backgrounds. Cultural differences can encompass everything from official religious observances to personal habits to clothing. Be respectful of people with different cultural practices, attitudes, and beliefs. Work to eliminate your own biases, prejudices, and discriminatory practices. Think of others’ needs from their point of view. Use preferred titles (including pronouns) and the appropriate tone of voice. Respect people’s right to privacy and confidentiality. Be open to learning from and educating others as well as educating yourself; it is unrealistic to expect everyone to know the cultural practices of every ethnic and cultural group, but everyone needs to recognize one’s native culture is only part of positive interactions.

Lead by Example

By matching your actions with your words, you become a person others want to follow. Your actions influence others to behave and respond in ways that are valuable and appropriate for our organizational outcomes. Design your community and your work for inclusion. Hold yourself and others accountable for inclusive behaviors. Make decisions based on the highest good for our community.


Be respectful, honest, inclusive, accommodating, appreciative, and open to learning from everyone else.

Do not attack, demean, disrupt, harass, or threaten others or encourage such behavior.

This Code of Conduct applies to all people participating in the Stanford Data Science (SDS) community, including SDS leadership, faculty, staff, and students. It applies to all modes of interaction online including Slack channels, remote calls & webinars, and in-person at SDS -hosted events.

Reporting Guidelines

If you experience or witness unacceptable behavior, or have any other concerns, please report it by contacting the executive director, Chris Mentzel at datascience @ or the Stanford Ombuds Office at ombuds @ with a description of what has occurred and any supporting information that would be helpful. After receiving a concise description of your situation, Chris or the Ombuds representative will review the report and determine next steps. We will respect confidentiality requests for the purpose of protecting victims of abuse.