World Data Science & AI Initiative
Faculty Excellence
Exchange
Fellowship Candidate

Welcome

You are part of a global effort to close the gap between what students are taught and what the field expects.

That gap closes in classrooms, course by course, led by faculty who know where the field is heading. What you take from each session strengthens your students, your institution, and the standing of academic practice across the industry.

And the Exchange is built from what you bring to it. Your questions, your notes, and your proposals shape what every faculty member here works on next.

Unlocks on conferral

Toward your Fellowship

One session in each core area, with an Implementation Note after each.

On conferral, your name is entered as

    On conferral you receive the tri-signed digital certificate and the FWDSAI badge for LinkedIn and your professional profile. See what conferral brings

    Carry it forward

    What ambassadors of the Exchange do.

    Invite a colleague

    Faculty you rate belong in this room. Send a nomination.

    Invite

    From the Exchange

    Second dates for each core area are announced later in the cycle. Joining details arrive by email a week before each session.

    Questions? Write to facultyexcellence@wdsai.org.

    Standards partners

    Fellowship is conferred under standards they jointly develop and maintain.

    DASCA, Data Science Council of America
    ARTiBA, Artificial Intelligence Board of America

    Sessions

    Each session puts you in a room with practitioners working at the edge of the field. Come with the question your students keep asking that you cannot yet answer well.

    Scheduled sessions

    Each core session runs twice. Attend whichever date suits your calendar.

    My Fellowship

    Fellowship records that you engaged seriously with current practice and brought it back to your teaching. It is held for life, and it names you among the faculty shaping this discipline.

    Progress toward FWDSAI

    One session in each core area, with an Implementation Note after each.

    On conferral, your name is entered as

      On conferral

      Issued digitally, and verifiable.

      Fellow of the World Data Science & AI Initiative

      Conferred under the Faculty Practice Standards
      Register of Fellows · FWDSAI

      WDSAI
      DASCA
      ARTiBA
      Unlocks on conferral
      The FWDSAI digital badge
      Digital badge for LinkedIn and
      your professional profile

      The conferral process

      Fellowship is conferred by WDSAI. The conferral document is co-signed by DASCA and ARTiBA to attest that conferral occurred under the Faculty Practice Standards they jointly develop and maintain.

      Fellows are entered in the Register of Fellows and may use the designation for life, under the Fellowship Terms.

      The Fellowship Terms

      The FWDSAI designation is held for life and may be used after your name in academic and professional contexts.

      Your entry in the Register of Fellows is maintained with the councils and remains verifiable at any time.

      The full Fellowship Terms accompany your conferral document.

      Standards partners

      DASCA, Data Science Council of America
      ARTiBA, Artificial Intelligence Board of America

      Journal

      A place to think on paper. The Exchange gives you two hours in a room with practitioners; the journal is where those two hours turn into something your students actually feel.

      The reflection canvas

      Four movements, worked through in your own time.

      Private

      Using it well

      Write for yourself, not for review. The value is in the noticing, and nobody grades these pages.

      Prefer the specific over the general. “My capstone brief assumes clean data” is worth more than “we should modernize the curriculum.”

      Write within a day of the session, while the discomfort is still fresh. That discomfort is the useful part.

      Revisit the previous entry before each new session. Progress shows up in what you stop needing to write down.

      Who can read this

      Only you. Your journal is stored so that the program team's console cannot reach it, and neither can the Exchange's own software. It is not that we choose not to look. There is nothing there to look with.

      Your Implementation Notes are the part of your work the panel reads. These pages are not.

      Download

      Take it offline.

      PDF
      Reflection Canvas
      Printable workbook · one page per core area

      Print it, write by hand, keep it beside your teaching notes. Your entries stay yours and are never submitted.

      Your entries

      Contribute

      The Exchange is shaped by the faculty in it. What you have learned teaching this subject is worth as much to your peers as anything an industry practitioner brings, and there are two ways to put it in front of them.

      Write for WDSAI Insights

      Read by faculty and institutions across the network.

      A piece on what you changed in your teaching and what happened next is more useful to your peers than a survey of the field. Pitch an idea in a few lines; the editorial team works with you from there.

      Reasons to contribute

      Your name reaches faculty and institutions across the network.

      Contribution counts toward the leadership dimension of the standards.

      Fellows who contribute are invited back to shape future cycles.

      Lead or co-lead a session

      Bring a question to the whole network.

      Faculty who have worked a problem through in their own classroom make strong session leads. Tell us the topic you could hold a room on, and the team will follow up about a future cycle.

      Your contributions

      My Profile

      These details follow you through the Exchange and onto your conferral document, so it is worth keeping them exact.

      Faculty details

      Taken from your registration. Keep these current.

      Name as it will appear on your certificate
       This is the exact name that will be entered in the Register of Fellows and printed on your conferral document. Changing it is a written-confirmation step, so write to facultyexcellence@wdsai.org and the team will make the change and confirm it back to you.

      Teaching

      Your expectations of the Exchange

      Your stated expectations, from registration.

      Session leads see these themes in aggregate when shaping each cycle's program.

      Photo

      No photo

      A clear head-and-shoulders photo. Used in the session program and, with your permission, in Exchange features. It is stored privately and is not published anywhere by uploading it.

      Entry route

      Declarations

      Being featured

      When faculty are visible, the Exchange becomes something institutions recognize. Your participation tells other departments that this work is worth their time.

      Featured on LinkedIn

      Feature me on LinkedIn DASCA and ARTiBA introduce participating faculty across the cycle. Your name, photo, and institution may be used. This permission stays on once given. To withdraw it later, write to facultyexcellence@wdsai.org.

      Featuring begins once your photo is uploaded and this permission is on.

      Showcase your Fellowship

      Once conferred, FWDSAI belongs in every place your name does.

      After your name

      On your CV, your faculty page, and your conference bios.

      LinkedIn certification

      Add it under Licenses & Certifications, with the badge and a verification link.

      Email signature

      One line beneath your name and designation. Copy it when conferred.

      Verified, anywhere

      Every badge carries a live verification link, so anyone can confirm your entry in the Register of Fellows.

      Share your participation

      The FWDSAI badge unlocks on conferral, once all four core areas are complete.

      Recognition that reaches your institution

      Your engagement should be visible where it counts. On completing the cycle, WDSAI writes to your Dean and institutional leadership acknowledging your participation, and conferred Fellows are announced to their institutions.

      Nothing is sent to your institution about you without the permission above.

      Implementation Notes

      Implementation Notes are the formal record of your engagement with each core area. The Exchange panel relies on them when confirming completion of the Fellowship requirements, and they are retained with your entry in the Register of Fellows.

      Your notes

      One per core area.

      About this record

      Notes are reviewed by the Exchange panel when confirming completion. The panel confirms engagement with each core area. It does not assess or grade your teaching.

      A submitted note becomes part of your Fellowship record and cannot be edited. Review it before you submit.

      Notes are due within 30 days of the session you attended.

      Writing your note

      Be specific. Name the course, module, brief, or rubric your change touches.

      Concise is acceptable. A few considered paragraphs serve the record better than a page of summary.

      Write in your own professional voice. The note carries your name in the record.

      Notes and privacy

      Your notes belong to you. They form the record used to confirm completion of the Fellowship requirements, and themes across all faculty inform what each cycle covers.

      Individual notes are never published or shared with your institution.