NumPy project governance and decision-making#

The purpose of this document is to formalize the governance process used by the NumPy project in both ordinary and extraordinary situations, and to clarify how decisions are made and how the various elements of our community interact, including the relationship between open source collaborative development and work that may be funded by for-profit or non-profit entities.


NumPy is a community-owned and community-run project. To the maximum extent possible, decisions about project direction are made by community consensus (but note that “consensus” here has a somewhat technical meaning that might not match everyone’s expectations – see below). Some members of the community additionally contribute by serving on the NumPy steering council, where they are responsible for facilitating the establishment of community consensus, for stewarding project resources, and – in extreme cases – for making project decisions if the normal community-based process breaks down.

The Project#

The NumPy Project (The Project) is an open source software project affiliated with the 501(c)3 NumFOCUS Foundation. The goal of The Project is to develop open source software for array-based computing in Python, and in particular the numpy package, along with related software such as f2py and the NumPy Sphinx extensions. The Software developed by The Project is released under the BSD (or similar) open source license, developed openly and hosted on public GitHub repositories under the numpy GitHub organization.

The Project is developed by a team of distributed developers, called Contributors. Contributors are individuals who have contributed code, documentation, designs or other work to the Project. Anyone can be a Contributor. Contributors can be affiliated with any legal entity or none. Contributors participate in the project by submitting, reviewing and discussing GitHub Pull Requests and Issues and participating in open and public Project discussions on GitHub, mailing lists, and other channels. The foundation of Project participation is openness and transparency.

The Project Community consists of all Contributors and Users of the Project. Contributors work on behalf of and are responsible to the larger Project Community and we strive to keep the barrier between Contributors and Users as low as possible.

The Project is formally affiliated with the 501(c)3 NumFOCUS Foundation (, which serves as its fiscal sponsor, may hold project trademarks and other intellectual property, helps manage project donations and acts as a parent legal entity. NumFOCUS is the only legal entity that has a formal relationship with the project (see Institutional Partners section below).


This section describes the governance and leadership model of The Project.

The foundations of Project governance are:

  • Openness & Transparency

  • Active Contribution

  • Institutional Neutrality

Consensus-based decision making by the community#

Normally, all project decisions will be made by consensus of all interested Contributors. The primary goal of this approach is to ensure that the people who are most affected by and involved in any given change can contribute their knowledge in the confidence that their voices will be heard, because thoughtful review from a broad community is the best mechanism we know of for creating high-quality software.

The mechanism we use to accomplish this goal may be unfamiliar for those who are not experienced with the cultural norms around free/open-source software development. We provide a summary here, and highly recommend that all Contributors additionally read Chapter 4: Social and Political Infrastructure of Karl Fogel’s classic Producing Open Source Software, and in particular the section on Consensus-based Democracy, for a more detailed discussion.

In this context, consensus does not require:

  • that we wait to solicit everybody’s opinion on every change,

  • that we ever hold a vote on anything,

  • or that everybody is happy or agrees with every decision.

For us, what consensus means is that we entrust everyone with the right to veto any change if they feel it necessary. While this may sound like a recipe for obstruction and pain, this is not what happens. Instead, we find that most people take this responsibility seriously, and only invoke their veto when they judge that a serious problem is being ignored, and that their veto is necessary to protect the project. And in practice, it turns out that such vetoes are almost never formally invoked, because their mere possibility ensures that Contributors are motivated from the start to find some solution that everyone can live with – thus accomplishing our goal of ensuring that all interested perspectives are taken into account.

How do we know when consensus has been achieved? In principle, this is rather difficult, since consensus is defined by the absence of vetos, which requires us to somehow prove a negative. In practice, we use a combination of our best judgement (e.g., a simple and uncontroversial bug fix posted on GitHub and reviewed by a core developer is probably fine) and best efforts (e.g., all substantive API changes must be posted to the mailing list in order to give the broader community a chance to catch any problems and suggest improvements; we assume that anyone who cares enough about NumPy to invoke their veto right should be on the mailing list). If no-one bothers to comment on the mailing list after a few days, then it’s probably fine. And worst case, if a change is more controversial than expected, or a crucial critique is delayed because someone was on vacation, then it’s no big deal: we apologize for misjudging the situation, back up, and sort things out.

If one does need to invoke a formal veto, then it should consist of:

  • an unambiguous statement that a veto is being invoked,

  • an explanation of why it is being invoked, and

  • a description of what conditions (if any) would convince the vetoer to withdraw their veto.

If all proposals for resolving some issue are vetoed, then the status quo wins by default.

In the worst case, if a Contributor is genuinely misusing their veto in an obstructive fashion to the detriment of the project, then they can be ejected from the project by consensus of the Steering Council – see below.

Steering Council#

The Project will have a Steering Council that consists of Project Contributors who have produced contributions that are substantial in quality and quantity, and sustained over at least one year. The overall role of the Council is to ensure, with input from the Community, the long-term well-being of the project, both technically and as a community.

During the everyday project activities, council members participate in all discussions, code review and other project activities as peers with all other Contributors and the Community. In these everyday activities, Council Members do not have any special power or privilege through their membership on the Council. However, it is expected that because of the quality and quantity of their contributions and their expert knowledge of the Project Software and Services that Council Members will provide useful guidance, both technical and in terms of project direction, to potentially less experienced contributors.

The Steering Council and its Members play a special role in certain situations. In particular, the Council may, if necessary:

  • Make decisions about the overall scope, vision and direction of the project.

  • Make decisions about strategic collaborations with other organizations or individuals.

  • Make decisions about specific technical issues, features, bugs and pull requests. They are the primary mechanism of guiding the code review process and merging pull requests.

  • Make decisions about the Services that are run by The Project and manage those Services for the benefit of the Project and Community.

  • Update policy documents such as this one.

  • Make decisions when regular community discussion doesn’t produce consensus on an issue in a reasonable time frame.

However, the Council’s primary responsibility is to facilitate the ordinary community-based decision making procedure described above. If we ever have to step in and formally override the community for the health of the Project, then we will do so, but we will consider reaching this point to indicate a failure in our leadership.

Council decision making#

If it becomes necessary for the Steering Council to produce a formal decision, then they will use a form of the Apache Foundation voting process. This is a formalized version of consensus, in which +1 votes indicate agreement, -1 votes are vetoes (and must be accompanied with a rationale, as above), and one can also vote fractionally (e.g. -0.5, +0.5) if one wishes to express an opinion without registering a full veto. These numeric votes are also often used informally as a way of getting a general sense of people’s feelings on some issue, and should not normally be taken as formal votes. A formal vote only occurs if explicitly declared, and if this does occur then the vote should be held open for long enough to give all interested Council Members a chance to respond – at least one week.

In practice, we anticipate that for most Steering Council decisions (e.g., voting in new members) a more informal process will suffice.

Council membership#

A list of current Steering Council Members is maintained at the page About Us.

To become eligible to join the Steering Council, an individual must be a Project Contributor who has produced contributions that are substantial in quality and quantity, and sustained over at least one year. Potential Council Members are nominated by existing Council members, and become members following consensus of the existing Council members, and confirmation that the potential Member is interested and willing to serve in that capacity. The Council will be initially formed from the set of existing Core Developers who, as of late 2015, have been significantly active over the last year.

When considering potential Members, the Council will look at candidates with a comprehensive view of their contributions. This will include but is not limited to code, code review, infrastructure work, mailing list and chat participation, community help/building, education and outreach, design work, etc. We are deliberately not setting arbitrary quantitative metrics (like “100 commits in this repo”) to avoid encouraging behavior that plays to the metrics rather than the project’s overall well-being. We want to encourage a diverse array of backgrounds, viewpoints and talents in our team, which is why we explicitly do not define code as the sole metric on which council membership will be evaluated.

If a Council member becomes inactive in the project for a period of one year, they will be considered for removal from the Council. Before removal, inactive Member will be approached to see if they plan on returning to active participation. If not they will be removed immediately upon a Council vote. If they plan on returning to active participation soon, they will be given a grace period of one year. If they don’t return to active participation within that time period they will be removed by vote of the Council without further grace period. All former Council members can be considered for membership again at any time in the future, like any other Project Contributor. Retired Council members will be listed on the project website, acknowledging the period during which they were active in the Council.

The Council reserves the right to eject current Members, if they are deemed to be actively harmful to the project’s well-being, and attempts at communication and conflict resolution have failed. This requires the consensus of the remaining Members.

Conflict of interest#

It is expected that the Council Members will be employed at a wide range of companies, universities and non-profit organizations. Because of this, it is possible that Members will have conflict of interests. Such conflict of interests include, but are not limited to:

  • Financial interests, such as investments, employment or contracting work, outside of The Project that may influence their work on The Project.

  • Access to proprietary information of their employer that could potentially leak into their work with the Project.

All members of the Council shall disclose to the rest of the Council any conflict of interest they may have. Members with a conflict of interest in a particular issue may participate in Council discussions on that issue, but must recuse themselves from voting on the issue.

Private communications of the Council#

To the maximum extent possible, Council discussions and activities will be public and done in collaboration and discussion with the Project Contributors and Community. The Council will have a private mailing list that will be used sparingly and only when a specific matter requires privacy. When private communications and decisions are needed, the Council will do its best to summarize those to the Community after eliding personal/private/sensitive information that should not be posted to the public internet.


The Council can create subcommittees that provide leadership and guidance for specific aspects of the project. Like the Council as a whole, subcommittees should conduct their business in an open and public manner unless privacy is specifically called for. Private subcommittee communications should happen on the main private mailing list of the Council unless specifically called for.

NumFOCUS Subcommittee#

The Council will maintain one narrowly focused subcommittee to manage its interactions with NumFOCUS.

  • The NumFOCUS Subcommittee is comprised of 5 persons who manage project funding that comes through NumFOCUS. It is expected that these funds will be spent in a manner that is consistent with the non-profit mission of NumFOCUS and the direction of the Project as determined by the full Council.

  • This Subcommittee shall NOT make decisions about the direction, scope or technical direction of the Project.

  • This Subcommittee will have 5 members, 4 of whom will be current Council Members and 1 of whom will be external to the Steering Council. No more than 2 Subcommittee Members can report to one person through employment or contracting work (including the reportee, i.e. the reportee + 1 is the max). This avoids effective majorities resting on one person.

The current membership of the NumFOCUS Subcommittee is listed at the page About Us.

Institutional Partners and Funding#

The Steering Council are the primary leadership for the project. No outside institution, individual or legal entity has the ability to own, control, usurp or influence the project other than by participating in the Project as Contributors and Council Members. However, because institutions can be an important funding mechanism for the project, it is important to formally acknowledge institutional participation in the project. These are Institutional Partners.

An Institutional Contributor is any individual Project Contributor who contributes to the project as part of their official duties at an Institutional Partner. Likewise, an Institutional Council Member is any Project Steering Council Member who contributes to the project as part of their official duties at an Institutional Partner.

With these definitions, an Institutional Partner is any recognized legal entity in the United States or elsewhere that employs at least 1 Institutional Contributor of Institutional Council Member. Institutional Partners can be for-profit or non-profit entities.

Institutions become eligible to become an Institutional Partner by employing individuals who actively contribute to The Project as part of their official duties. To state this another way, the only way for a Partner to influence the project is by actively contributing to the open development of the project, in equal terms to any other member of the community of Contributors and Council Members. Merely using Project Software in institutional context does not allow an entity to become an Institutional Partner. Financial gifts do not enable an entity to become an Institutional Partner. Once an institution becomes eligible for Institutional Partnership, the Steering Council must nominate and approve the Partnership.

If at some point an existing Institutional Partner stops having any contributing employees, then a one year grace period commences. If at the end of this one year period they continue not to have any contributing employees, then their Institutional Partnership will lapse, and resuming it will require going through the normal process for new Partnerships.

An Institutional Partner is free to pursue funding for their work on The Project through any legal means. This could involve a non-profit organization raising money from private foundations and donors or a for-profit company building proprietary products and services that leverage Project Software and Services. Funding acquired by Institutional Partners to work on The Project is called Institutional Funding. However, no funding obtained by an Institutional Partner can override the Steering Council. If a Partner has funding to do NumPy work and the Council decides to not pursue that work as a project, the Partner is free to pursue it on their own. However in this situation, that part of the Partner’s work will not be under the NumPy umbrella and cannot use the Project trademarks in a way that suggests a formal relationship.

Institutional Partner benefits are:

  • Acknowledgement on the NumPy websites, in talks and T-shirts.

  • Ability to acknowledge their own funding sources on the NumPy websites, in talks and T-shirts.

  • Ability to influence the project through the participation of their Council Member.

  • Council Members invited to NumPy Developer Meetings.

A list of current Institutional Partners is maintained at the page About Us.

Document history#


Substantial portions of this document were adapted from the Jupyter/IPython project’s governance document


To the extent possible under law, the authors have waived all copyright and related or neighboring rights to the NumPy project governance and decision-making document, as per the CC-0 public domain dedication / license.