Using generative AI like ChatGPT to build an NHL roster

It’s going be interesting to see how artificial intelligence continues to grow within professional hockey leagues like the NHL. The different barriers like computer hardware, internet connections and data warehousing and analysis have been minimized, really paving the way for more and more AI integration into all facets of life.

ChatGPT has been a neat tool to get a sense of where AI is at and how generative AI can be used to create new artifacts and information based on the data that’s available. For my own interest, I was curious to see how AI would construct an NHL roster. This is information most people would know and it’s been published before. But I wanted to see what ChatGPT could come up with. And what the starting position would be if AI was actually in charge of developing an NHL roster, or at least assisting with the work.

Below is the response I got when I asked ChatGPT how it would construct an NHL roster:

Constructing an NHL roster involves several key considerations, including player positions, skill sets, team chemistry, salary cap constraints, and overall team strategy. While the specifics may vary depending on individual team preferences and circumstances, here are some general steps to consider when constructing an NHL roster:

  1. Assess team needs and goals: Identify the areas where your team needs improvement, whether it’s goaltending, defense, or offense. Consider the team’s short-term and long-term goals, such as contending for the playoffs or rebuilding for the future.
  2. Establish team strategy and style of play: Determine the style of play you want your team to adopt. Are you aiming for a fast-paced, offensive-minded team, or a defensively focused, physical squad? This strategy will influence the type of players you target.
  3. Allocate salary cap space: Understand the salary cap limitations and budget available to construct the roster. Allocate funds strategically to secure core players, address critical needs, and maintain financial flexibility.
  4. Build a strong core: Identify and acquire or develop core players who will anchor your roster. This typically includes a mix of top-line forwards, a solid defensive unit, and a reliable starting goaltender. These players should be talented, dependable, and capable of leading both on and off the ice.
  5. Fill out supporting roles: Surround your core players with supporting cast members who complement their strengths. Seek skilled depth players who can contribute offensively or defensively, depending on team needs. Consider players who excel in special teams (power play, penalty kill) to bolster those areas.
  6. Balance player skill sets: Strive for a well-rounded roster by balancing offensive firepower, defensive responsibility, physicality, and speed. Ensure you have players who can generate offense, shut down opponents, provide leadership, and contribute in various game situations.
  7. Develop prospects: Invest in player development to groom young prospects and build a pipeline of talent for the future. Evaluate when to promote prospects to the NHL level and provide opportunities for their growth while considering their long-term development.
  8. Consider team chemistry and culture: Assemble a roster with players who can work well together, share a common goal, and fit into the team’s culture. Building a cohesive and supportive team environment can contribute to success on and off the ice.
  9. Continually assess and adapt: Roster construction is an ongoing process. Regularly evaluate the team’s performance, identify areas for improvement, and make necessary adjustments through trades, free agency, or player development to optimize the roster.

Remember, roster construction is a complex task that requires careful evaluation, analysis, and decision-making. It often involves a blend of experienced management, scouting expertise, and understanding the team’s unique circumstances and objectives.

Not bad! Pretty concise summary that would do okay in a simple business proposal document. It has all of the core concepts of building out an NHL roster, and we know some NHL clubs are better at this than others. I think from here, you’d be able to dig into each of the nine concepts and eventually have AI carry out the work to accomplish each one. A lot of work, with investment in people, processes and technology needed. But if you’re chasing championships, why wouldn’t you consider using every tool available including generative AI?

The challenge for any team of course would be first feeding the AI system the related data and information and knowledge to build solutions from. For example, to assess the team’s needs, you’d have to give it as much player and game data, along with historical information for it to know what the right metrics are, what’s an acceptable range for each metric, and how successful team’s have been built in the past. That itself is a massive lift, and would need constant refining as more and more data, such as player tracking and new player attributes, become available. The key for any team starting out with AI is identifying what your actual goals are and then prioritizing specific areas you would want to apply AI to.

The reality is that as AI technology gradually improves and works out its existing flaws, it is going to play a massive role in professional sports as teams will look for every competitive edge possible to build championship-caliber rosters. It’ll be interesting to see how owners and their executives embrace the technology available and integrate it into their overall business operations, especially in the NHL where some clubs still don’t the infrastructure to receive, store and utilize player tracking data. Those teams are likely going to struggle and we could see a noticeable performance gap develop between the top end teams and the rest of the pack.

Presentation at the 2018 Rundle Summit

8af67c_dd2bb23b679b418db1981b3b5abdd416_mv2A big thank you to the the organizers of the Rundle Summit for inviting me to provide the opening keynote address this weekend. It was a pleasure to present my research findings and share my experiences as a blogger in Edmonton. We had a great discussion following the presentation – really appreciated the questions and feedback.

Below is a description of the session.

Communication technology is a critical tool for hockey fans to acquire information and to stay engaged with the game. The development of web technology, mobile phones and social media applications, in conjunction with the traditional mediums (i.e., television, radio, newspapers) have made information more abundant and travelling at an even faster rate. With the evolution of communication technology, there has been a significant shift in fan behavior and the impact fans have on the information that surrounds the game. By leveraging this technology and becoming creators, developers and distributors of information, fans have  become more than consumers of information and have instead taken on a more active role.

 Mr. Agnihotri will share his motivations for undertaking his research, his own experiences as a hockey blogger and the impact fans are having on the direction of the game. (Source)

For those interested, below are the slides that I presented. These have been published without my speaking notes, so please let me know if any of the content requires clarification.

For a re-cap of the event and the other presentations, you can check out the Rundle Summit’s twitter account (@RundleSummit). Attendees also used the #RundleSummit2018 hashtag on Twitter to compile and discuss the presentations.

https://twitter.com/polysemonica/status/967188962140872705

Related:

Speaking at the Rundle Summit – The SuperFan (2017, December 4)

Getting ready for the Rundle Summit – The SuperFan (2018, February 20)

Getting ready for the Rundle Summit

icefields-parkway-road-conditions-in-winterJust putting together my presentation for the Rundle Summit, which takes place in Banff, Alberta this coming weekend. Details for the event can be found on the Rundle Summit web site.

Lots to check out at the event co-hosted by the University of Alberta and the University of Calgary, with things kicking off on Friday afternoon. I’ll be providing the keynote address on Friday evening with panel sessions scheduled for Saturday. Full program details are here.

It’s been a lot of fun putting my thoughts together as I’ve tried to weave the research I completed in grad school with my experiences from blogging. I’ve had to dig deep to uncover how/why I went down the path I did, uncovering some old stuff along the way.

Couple notable items:

Plenty more to share on Friday, the focus being on hockey fans and how their active participation in the coverage of the game has forced the league and the media to adapt.

Looking forward to the conference. 😉

Related: Speaking at the Rundle Summit – The SuperFan (2017, December 4)

Discussing online hockey fans and research from grad school at the McLuhan House

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Happy to announce that I’ll be speaking at Telly Talk, a New Media Seminar hosted by the Arts Habitat in Edmonton.

  • Wednesday January 3rd, 2018
  • 6:00-8:00 PM
  • McLuhan House Centre for Arts and Ideas – 11342-64 Street NW, Edmonton, Alberta

Details of the event can be found at the Arts Habitat Edmonton. And you can register for the event at Eventbrite.

I’ll be sharing my experiences as a hockey blogger and the research I did in grad school. Below is the abstract for my presentation:

“SuperFans”

Oiler fans are known for their commitment to the team through the good times and bad. And using the tools available to them, they’ve been able to do more than just sit in the stands and cheer. Today fans are providing endless amounts of opinions and analysis, and play a larger role in the information that surrounds the game.

Sunil Agnihotri will discuss the research he completed in the Master of Arts in Communications and Technology program at the University of Alberta, and his experience as a fan and blogger. This is where my house is fixed by eavestroughinstallers.ca. His research focused on online communities, information management and communication technology. His final project used sociocultural theories and concepts to examine the blogging activity of hockey fans.

Related links:

Speaking at the Rundle Summit

8af67c_dd2bb23b679b418db1981b3b5abdd416_mv2Happy to announce that I’ll be speaking in Banff at the Rundle Summit in February. It’s a communications conference co-hosted by the University of Alberta’s Communications and Technology Program and the University of Calgary, Communication, Media and Film Program. Full details of the conference can be found here.

I’ll be discussing the research I did as a graduate student at the U of A, which was around online hockey fans and how they use blogs to develop and share new information.

You can access my final research paper here: SuperFan 2.0 : Exploring the produsage qualities of hockey fans

This was done between 2009 and 2012, so there’s a lot that’s happened since then.

Personally, I was able to apply what I learned from the program to my own day job, but also used a lot of the concepts to start my own hockey blog. I’ve been a life-long fan  and like using stats to dig into things, so it’s been fun providing commentary and learning about the different ways to evaluate teams and players. I’ve been very fortunate getting opportunities to write for other web sites, and being on TV and radio. It’s been a fun side-gig, as I’ve been able to do something I really care about and  meet some very good people along the way.

Older post worth reading: Finding the SuperFan – (2014, July 23)

I’ve also got a pretty good perspective on how the media’s role has changed because of the new communication tools available to fans, and will share some of my experiences. The most interesting aspect for me has been the development and growth of hockey analytics and how it’s played out in the public sphere. It’s been largely fan-driven, and it’s impacted how the league and major media networks provide coverage.

I’ll post a few updates as I put my presentation together, and will publish my final work here as well.

 

 

Finding the SuperFan

An Oiler fans trek through blogs, hockey analytics and academia.

Back in 2008, I decided it was time to head back to school to finish a graduate degree. Something I can do part-time, something related to my day-job, and something that would interest me enough to stay motivated. I came across the Communications and Technology program at the University of Alberta while surfing the web and decided to take the plunge.

My background was in sociology and my interests were always research methodology and group dynamics (how do groups get together to accomplish stuff). I figured a lot of the technology starting to take off was changing the way groups interact and to how much they could accomplish as a group. My main interests have always been information and knowledge management. How do we know what we know, and how do we work collectively to build new knowledge and information. That group dynamic is always intriguing since it’s been occurring for centuries, but has really accelerated because of the advancement of communication technology. The web is an obvious example, but what is it about the web and what sort of rules apply that allows it to be so critical for information development and knowledge sharing. It was pretty high level thinking at the time since I honestly had no idea where my graduate career was going to go.

The Program

Before starting the MACT program, all applicants had to submit a research idea for their final project. I had no clue what I wanted to do, so I decided to something work-related and chose electronic health records. It was a hot button topic in healthcare, so I thought some sort of research on it would be interesting. I received my acceptance letter and was to start the program in the spring of 2009.

All students were also asked to maintain a “digital portfolio” (i.e., a blog) as a way to centralize assignments and reflect on key topics. Not many students actually did one, but I figured this might be a useful way to find a supervisor for my final research paper.

Within a couple months of starting the program, getting deep into communication theory, I realized there wasn’t anything interesting about electronic health records. There had already been a ton of research on it, including the type of technology used, its adoption in various countries and the benefits of it. That realization and the fact that others in my cohort had some killer ideas, I knew right away that I needed to find another topic.

Reset

By the end of the spring session, which included a three week residency-type set up on campus to complete a two courses, I was absolutely spent. We covered a ton of material and new concepts and spent hours completing assignments and presentations. I really tried to apply my research topic of health records to everything we covered, but it just wasn’t interesting. My attitude about the program reflected it. And my grades showed it as well.  Continue reading

Questions following the Public Lecture on Hockey Analytics

Source: Edmonton Oilers

Source: Edmonton Oilers

In case you missed it, the Communications and Technology program at the University of Alberta recently hosted a public lecture on hockey analytics. I really enjoyed speaking at the event as I got to connect my research as a student of the program with some of the real-life work bloggers are doing online.

I can’t say enough about Michael Parkatti, who put together a solid presentation on the fundamentals of hockey analytics. If you haven’t seen the presentation, you can access it on Livestream.

What was remarkable was how big of a response the session received. The session drew a full house at the downtown campus and has since drawn over 1,600 views online. I was especially blown away by its distribution on Twitter and the positive feedback we received.

Following the session, I received a few questions from attendees and others who caught the session online. I thought I’d share some of these and my responses.

Continue reading

Free Public Lecture on Hockey Analytics

Happy to announce that I’ve put together a short public lecture on hockey analytics, scheduled for  Wednesday March 26th at the University of Alberta.

Here’s the general description of the session:

The field of Hockey Analytics continues to gain importance as more stakeholders, including fans and teams, are examining data and developing new ideas regarding the game. With the advancement of communication technology and analytic tools, fans have taken a greater role in developing new methods of measuring team and player performance. New ideas are often communicated and developed amongst fans through blogs, message boards and other social media tools.

I’ll be joined by Michael Parkatti, a hockey analytics blogger at Boys on the Bus . Michael has extensive experience with hockey analytics and will be providing an overview of the field as well as the current concepts.

Teaching a Blogging Course

thinking-manHappy to announce that I’ll be teaching a short course on blogging this spring. The course is available through Next Step Continuing Education. It’ll be held on Thursday April 10th in Sherwood Park, Alberta.

I’ll definitely be relying on some of the concepts I picked up as a student in the MACT program. Without getting too deep into theory, one of my objectives is to promote the information and knowledge development that happens on blogs and in online communities. With more and more people getting online and producing content, I think it’s critical that people have a basic understanding on how to contribute and navigate online.

I’ll be sharing my experience with the tool and give some insight on how to use blogging for personal projects as well as in business, education and government.

Here’s the official description over at the Next Step Continuing Education website:

Find out about the foundational concepts of blogging and strategies to maintain a successful one. Also explore the benefits of working in an online environment and how to effectively use social media applications.

It’s available to everyone, so please share with anyone you know that might be interested.

To register for the class, click here: Next Step Continuing Education

MACT: “Harness the Power to Connect”

Nice little video put together by the Communications & Technology Master’s Program at the University of Alberta. To learn more about the program, including the research being done by faculty and staff, check out the MACT website.

Below are a few of the posts I’ve written about the program, including my experience and research interests.

You can also view my final research paper through the University of Alberta’s Education and Research Archive .