The Expert Problem in Fantasy Football

Introduction

The problem with experts in fantasy football is multifold. First, this area of endeavor lacks sponsorship from scientific societies and a dedicated peer-reviewed journal, resulting in a lack of recognized standards and validation for the analyses conducted by these experts. This absence creates challenges in ensuring the quality and reliability of the information disseminated within the community. This function is meant to place all informatics scientists in a review process, correct mistakes, and maintain a record of all findings, fostering a culture of accountability and transparency. Establishing a rigorous review system enables sifting through numerous opinions and analyses to identify those truly backed by data. Having a comprehensive knowledge base allows researchers not only to build on others' work but also to build on a foundation of verified data and methodologies, ensuring that advancements in methodologies and strategies are grounded in solid research. Furthermore, a collaborative approach could encourage scholars and enthusiasts alike to contribute, ultimately enriching the field and enhancing the competitive edge of fantasy football participants.

Secondly, there is no standardized process for becoming a fantasy sports informatics researcher, which raises questions about qualifications and expertise in the field. In today's digital age, anyone with a podcast or website can easily label themselves as an "expert," regardless of their actual knowledge or experience. This perceived accessibility can lead to an oversaturation of information and advice that may be neither credible nor reliable. As a result, enthusiasts and players might find it challenging to distinguish between true experts, who possess a deep understanding of the underlying analytics, and those simply seeking attention or followers. Furthermore, the lack of formal training or recognized credentials can undermine the legitimacy of fantasy sports informatics as an academic and professional discipline.

Thirdly, no one knows the "track record" of the "experts" in a manner that is both accessible and transparent. While some sites attempt to rank these experts, their methodologies often remain hidden, non-statistical, or simply unclear to the average reader. This lack of transparency makes it difficult for individuals to gauge the reliability and validity of the claims made by these so-called experts. Establishing a non-profit scientific society could significantly change this landscape by providing a dedicated, open forum where scholars and researchers can collaboratively develop standardized processes for evaluating research articles, formulating predictions, and creating testable methods. By fostering such an environment, we could ensure that assessments are conducted rigorously and that the information disseminated to the public is accurate and reliable, ultimately enhancing trust in scientific discourse.

How Experts Differ from Novices

(https://www.nap.edu/read/9853/chapter/5)*

* "People who have developed expertise in particular areas can think effectively about problems in those areas. Understanding expertise is crucial because it provides insights into the nature of thinking and problem-solving.

Research shows that it is not merely general abilities, such as memory or intelligence, nor the use of available strategies that differentiate experts from novices. Instead, experts have acquired extensive knowledge through years of experience and practice, which profoundly affects what they notice and how they organize, represent, and interpret information in their environment. This wealth of information enables them not only to discern patterns that novices often miss but also to draw on a rich repository of context-related insights. As a result, their cognitive frameworks become more sophisticated, allowing them to integrate new information more effectively with what they already know. This, in turn, significantly enhances their ability to remember, reason, and solve problems, as they can access and apply their knowledge in relevant and innovative ways, streamlining their decision-making and improving their overall performance across various domains.

Here is the reason for this article! I have been working on a scientific approach for many years to better understand the complex world of fantasy football. Each year, I meticulously add and subtract various aspects of fantasy football knowledge, ensuring that my understanding remains current and relevant as the game evolves. In addition, I have been developing processes that include analyzing historical data, creating comprehensive datasets, and rigorously testing pressing questions that arise throughout the football season. This hands-on approach allows me to translate "textbook learning" into practical applications within the dynamic, competitive landscape of fantasy football leagues, ultimately honing my strategies and improving my team's performance year after year.

Fundamental principles of experts' knowledge and processes

Experts not only notice but also rigorously test, critically question, and address features and patterns in information that novices often overlook due to their inexperience and limited insight in the field.

Experts have acquired a great deal of content knowledge organized in ways that reflect a deep understanding of their subject matter. For example, I have developed top-down landscape views of team data. In contrast, I usually go bottom-up for the lineup and waiver wire work during the season.

Experts' knowledge cannot be reduced to isolated facts or propositions. Instead, the knowledge is "conditionalized" on a set of circumstances, making the most of top-down preseason vs. bottom-up in-season work. I suggest using system-based analysis.

Experts can flexibly retrieve important aspects of their knowledge with little attentional effort. Your type 2 thinking has been honed to "see" issues within a murky data landscape.

Though experts know their disciplines thoroughly, this does not guarantee that they can teach others. Therefore, I have written articles, produced video lessons, and done podcasting to inform my readers.

Experts have varying levels of flexibility in their approach to new situations. I am constantly revising my decision-making. Science always uses a settled process known as the scientific method. Conclusions, however, can change as new technology and information become available.

"There is a fundamental difference between experts and non-experts; experts are located in the professions and science, often dedicating years of their lives to education and practical experience, which equips them with a profound understanding of their fields. Experts possess technical skills, including manual and intellectual skills, enabling them to analyze complex problems and offer innovative solutions. Moreover, experts are impartial, making their advice trustworthy, as they base their recommendations on evidence and established knowledge rather than personal biases or anecdotal experiences. This combination of deep knowledge, specialized training, and a commitment to objectivity distinguishes experts in their ability to influence decision-making across various sectors, ultimately benefiting society as a whole."

The list above treats expertise as something that people have, a body of knowledge that can be attributed to specific individuals based on their experiences and education. However, skill is essentially something delivered at someone else's request, reflecting the dynamic nature of professional interactions. This distinction highlights that while expertise is often a personal achievement, it truly manifests its value when leveraged in the service of others. This makes expertise relational in a double sense: it relates to clients and their needs, which often involves a need for guidance in decision-making, as individuals frequently seek out experts not just for information but for the tailored insights and support that transform their choices into informed actions. Therefore, the interplay between expertise and skill becomes inherently collaborative, emphasizing the importance of understanding and addressing the unique contexts and challenges faced by those we aim to assist.

**This relational concept can be summarized as follows: experts mediate between knowledge production and its application; they define and interpret situations and set priorities for action."**

** https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5306236/

Empty suit problem (or "expert problem"):

Some members of professions have no differential abilities from the rest of the population, but, for some reason and against their empirical record, are believed to be experts: most fantasy football pundits, clinical psychologists, academic economists, risk experts, statisticians, political analysts, financial experts, military analysts, and CEOs. Etc. They dress up with their expertise in beautiful language, jargon, and mathematics, and often wear expensive suits. ^ Black Swan Glossary (Nassim Nicholas Taleb) is available online.

Tom Nichols, The Death of Expertise

In The Death of Expertise, Nichols condemns what he calls the many forces undermining experts' authority in the United States. He blames higher education, the internet, and the explosion of media options for the rise of anti-expertise and anti-intellectual sentiment. While conceding that experts sometimes fail, he says the best answer lies in the self-correcting presence of other experts who recognize and rectify systemic failures.

"These are dangerous times. Never have so many people had access to so much knowledge and yet been so resistant to learning anything." — Tom Nichols, The Death of Expertise https://en.wikipedia.org/wiki/The_Death_of_Expertise