Who Are The Most Prolific EPL and Big 5 Attackers in Recent Times?
Football Christina Væting Nergård Football Christina Væting Nergård

Who Are The Most Prolific EPL and Big 5 Attackers in Recent Times?

Watching Liverpool winger Mohammad Salah this year has been very entertaining. In the first half of his seventh season with Liverpool— all under the guidance of manager Jurgen Klopp— the 31-year-old Salah is tied for the EPL lead in goals scored with 14 and tied for the lead in assists with 8. His consistently productive performance has me wondering: Where does he rank among the most prolific EPL attackers in recent times?

Photo Credit: Sky Spots

Read More
How Can We Make Predictive wOBA Even More Predictive?
Baseball, Paraball Stats Christina Væting Nergård Baseball, Paraball Stats Christina Væting Nergård

How Can We Make Predictive wOBA Even More Predictive?

Last week, Tom Tango introduced the concept of Predictive wOBA, and through correlation analysis, he demonstrated that Predictive wOBA exhibits stronger predictive capabilities for Next Season wOBA than both wOBA and xwOBA. Is there a way to further improve Predictive wOBA?

In this post, I’ll examine the predictive power of a slightly different version of Predictive wOBA, incorporating walks, strikeouts, and hit-by-pitches, along with all batted balls.

Photo Credit: Michael Reaves/Getty Images

Read More
When Will We See a 70-yard Field Goal in the NFL?
NFL Christina Væting Nergård NFL Christina Væting Nergård

When Will We See a 70-yard Field Goal in the NFL?

Over the last 24 years, NFL kickers have notably enhanced their strength and accuracy. Justin Tucker's 66-yard field goal in 2021 established a new NFL record. But when will we see a 70-yard field goal?

Photo Credit: USA Today

Read More
The Updated xwFIP
Baseball, Paraball Stats, xwFIP Christina Væting Nergård Baseball, Paraball Stats, xwFIP Christina Væting Nergård

The Updated xwFIP

I received a very good comment from reader Light_Saberist on one of my latests posts, in which I compared the predictive powers of xwFIP and FIP.

In order to determine the xHR of a pitcher, xFIP (not to be confused with xwFIP) uses the league average homerun/flyball rate of 10.5% and multiplies that rate by the number of flyballs the pitcher allows. This logic may mitigate some of the luck factors in allowing homeruns and thus strengthen xwFIP as well. I checked that hypothesis, and it was correct!

Photo Credit: Daniel Varnado

Read More
The Evolution of MLB’s Run Scoring Environment
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

The Evolution of MLB’s Run Scoring Environment

Between 2022 and 2023, the league's average wOBA jumped from 0.310 to 0.318 following the implementation of the pitch clock, the ban of the overshift, and the increase in base size. These adjustments not only enhanced the scoring dynamics but also resulted in a reduction of game duration by 24 minutes per game, bringing game time down to 2 hours and 40 minutes, on average.

Despite total attendance nearly rebounding to pre-pandemic levels, as evident from Figure 1 below, it remains considerably below the figures seen in the mid to late 2000s. This trend is primarily attributed to the current lower run-scoring levels in baseball.

In this post, I’ll take a look at the factors that have historically driven change in the league’s run scoring environment, and discuss future league changes that can increase both run scoring and attendance.

Photo Credit: Otto Greule Jr.

Read More
What is The Most Important Position in Basketball?
Basketball Christina Væting Nergård Basketball Christina Væting Nergård

What is The Most Important Position in Basketball?

The NFL has realized the value of the quarterback: their contracts dwarf those of their teammates and the league has made it a priority to protect them from injury. In basketball, is there a particular position on the court that holds greater value when compared to the other four?

This generation of basketball has seen tremendous talent emerge in the small forward and power forward positions, notably LeBron James and Kevin Durant. The previous generation had one of the most impactful centers of all time in Shaquille O’Neal. So are we able to determine which is the most important position on the basketball court? In this analysis, I will make a go at it.

Photo Credit: Frank Franklin II/AP

Read More
Which Batters Can Produce Against the Nastiest Pitches?
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

Which Batters Can Produce Against the Nastiest Pitches?

Watching the MLB playoffs this year, I started to think about identifying hitters that have the pitch recognition and bat-to-ball skills to make positive contributions against the league’s best pitching.

To investigate this, I’ve looked at pitch location, broken down by Heart, Shadow, Chase and Waste, as defined by Baseball Savant.

Photo Credit: The Daytona Beach News-Journal

Read More
The 5.5-Man Pitching Rotation
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

The 5.5-Man Pitching Rotation

The MLB starting pitching rotation has been evolving for more than a century: We’ve seen the 3-man rotation, the 4-man rotation, the 5-man rotation, and now even some 6-man rotations.

However, the optimal rotation is the 5.5-man rotation. In this analysis, I’ll explain why.

Photo Credit: Mike Stobe/Getty Images

Read More
Comparing The Predictive Powers of xwFIP and FIP
Baseball, Paraball Stats, xwFIP Christina Væting Nergård Baseball, Paraball Stats, xwFIP Christina Væting Nergård

Comparing The Predictive Powers of xwFIP and FIP

In my previous post, I introduced an enhanced version of FIP - named xwFIP - which incorporates batted ball data and 100% of plate appearances while remaining completely fielding independent. But how is xwFIP’s ability to predict future pitching success? Let’s have a look.

Photo Credit: The Athletic

Read More
Introducing xwFIP: An Expansion of Baseball’s Most Powerful Pitching Statistic
Baseball, Paraball Stats, xwFIP Christina Væting Nergård Baseball, Paraball Stats, xwFIP Christina Væting Nergård

Introducing xwFIP: An Expansion of Baseball’s Most Powerful Pitching Statistic

Since Tom Tango introduced Fielding Independent Pitching (FIP) to the baseball community around the year of 2009, the metric has been the gold standard for evaluating pitching performance. Tango has effectively proven that FIP is a better predictor of future pitching success than ERA. FIP’s special sauce is its ability to filter for outcomes that are directly related to pitcher performance—home runs, walks, hit batsmen, and strikeouts. Since it’s difficult for the baseball community to assign credit or blame for groundouts, flyouts, and base hits, all of which are largely dependent on the ability of the pitcher’s fielders, these outcomes are treated equally.

Homeruns, walks, hit batsmen, and strikeouts accounted for only 35.7% of plate appearances (PAs) in 2023. However, if we are able to add batted ball data* to FIP, while keeping the metric completely independent of fielding, we can cover 100% of PAs. In this analysis, I will have a go at doing exactly that.

Photo Credit: Orlando Ramirez/USA TODAY Sports

Read More
The Sac Fly Paradox: How to Hit Them and How to Prevent Them
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

The Sac Fly Paradox: How to Hit Them and How to Prevent Them

While looking at the nearly 1200 sac flies hit in 2023, I noticed an interesting paradox: The average sacrifice fly reduced the offensive team’s expected runs scored in the inning by 0.284 runs. At the same time, it increased the offensive team’s win probability by 1%.

Sac flies are a perfect example of situational hitting in baseball: while they might hurt the offense when trailing by multiple runs in the late innings, they can become invaluable in tied games, one-run contests late in the game, or when the offense is holding a lead. In these situations, sac flies serve as a great way to elevate the batting team's win probability.

In this analysis I’ll break down the characteristics of pitches that batters should look for when aiming to hit a sac fly, and the characteristics of pitches that pitchers and catchers should avoid when trying to prevent a sac fly.

Photo Credit: Getty Images

Read More
From '96 to Today: Unveiling the Most Efficient Scorers From the Field
Basketball Christina Væting Nergård Basketball Christina Væting Nergård

From '96 to Today: Unveiling the Most Efficient Scorers From the Field

In my previous basketball analysis, I looked into the optimal shot location in today’s NBA and identified the most and least valuable shooters from the field.

In this analysis, I am broadening my scope: I will examine all shots taken dating back to the start of the 1996 season, to determine which players would be the most efficient scorers from the field if they played in today’s NBA, to assess how shooting efficiency has improved over the years, and to evaluate shooters that were the most valuable when accounting for the league average efficiency in the year each shot was taken.

Read More
Predicting How Yamamoto Will Perform in the MLB
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

Predicting How Yamamoto Will Perform in the MLB

Yoshinobu Yamamoto is the top free agent starting pitcher this offseason, coming off three straight Sawamura Award seasons (top starting pitcher) and three straight Pacific League MVPs in Nippon Professional Baseball (NPB).

However, history shows that Japanese starting pitchers often struggle to replicate their performances upon transitioning to Major League Baseball (MLB). The MLB's typical five-day rotation allows for less recovery time between starts compared to the NPB's once-a-week rotation. In addition, there is a difference in the hitting approach between the MLB and the NPB, with the MLB favoring power hitting over contact. These discrepancies present a significant challenge for Japanese pitchers making the switch to the MLB.

In this analysis, I look into the eleven starters who have made the journey from the NPB to the MLB to attempt to answer how Yamamoto will perform in his new ballclub.

Photo Credit: Getty Images

Read More
Does The “Hot Hand” Exist in Basketball?
Basketball Christina Væting Nergård Basketball Christina Væting Nergård

Does The “Hot Hand” Exist in Basketball?

There exists an age old debate among researchers and statisticians as to whether “hot” exists in sports, i.e., that a person who experiences a successful outcome has a greater chance of success in his next attempt. Tom Tango does a great job determining whether batters and pitchers go through hot and cold streaks in baseball in “The Book”, and Gilovich, Vallone and Tversky (1985) famously studied the phenomenon in basketball.

The idea of the “hot hand” fascinates me from both a cognitive and statistical perspective, and in this analysis, I am making my own go at determining whether the phenomenon exists in the NBA.

Photo Credit: Jim Davis/Globe Staff

Read More
What Are The Expected Points of Shooting From Each Location?
Basketball Christina Væting Nergård Basketball Christina Væting Nergård

What Are The Expected Points of Shooting From Each Location?

With the NBA season well under way, it’s time for my first basketball analysis!

The NBA has evolved into a three-point shooting league, with 39% of shots taken in the last 3+ seasons (from 2020-2021 to the current 2023-2024 season) being three-pointers. That figure has risen steadily from just 3% of shots being three-pointers in 1980. This fact got me thinking: What are the expected points per shooting location on the field?

Photo Credit: Gary A. Vasquez/USA Today Sports, via Reuters

Read More
Cole Wins Cy Young. How Did He Finally Succeed?
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

Cole Wins Cy Young. How Did He Finally Succeed?

Gerrit Cole has finally done it. After two second place finishes, two fourth place finishes and one fifth place finish, the Yankee ace has locked down his first Cy Young award. Cole led American league pitchers in W-L%, ERA, games started, shutouts, innings pitched, ERA+, WHIP, hits/9, and bWAR. He is certainly deserving of the award, winning unanimously.

Cole’s bWAR in 2023 is even higher than his dominant 2019 season with the Astros in which he went 20-5 with a 2.50 ERA and led the league with 326 strikeouts, narrowly losing to teammate Justin Verlander in the Cy Young voting.

So why this year? How did he finally get there?


Photo Credit: NJ.com

Read More
What is The Optimal Punt Location?
NFL Christina Væting Nergård NFL Christina Væting Nergård

What is The Optimal Punt Location?

In “honor” of the Giants and Jets achieving a 20-year record with 24 punts in an NFL game in Week 8, I’ve analyzed the relationship between punt location and the opponent’s starting field position to determine whether there is an optimal location to punt from.

Photo Credit: newyorkjets.com

Read More
EPL: Who Can Secure A Top 4 Finish, and Who is Facing Relegation?
Football Christina Væting Nergård Football Christina Væting Nergård

EPL: Who Can Secure A Top 4 Finish, and Who is Facing Relegation?

Eleven matches into the 2023-24 EPL season, Manchester City currently leads the table, followed by Tottenham, Liverpool, and Arsenal. Following my NFL ELO analysis from last week, I wondered: Can we use the ELO framework to identify the EPL teams likely to secure a top 4 finish, and those facing potential relegation?

Photo Credit: Getty Images

Read More
Should Batters Have Two or More Swings?
Baseball Christina Væting Nergård Baseball Christina Væting Nergård

Should Batters Have Two or More Swings?

In the world of baseball, both pitchers and batters are constantly strategizing to gain an edge. Pitchers carefully choose their pitches and arm angles based on the situation, while batters make subtle adjustments in their stances or even switch to lighter bats against particular pitchers.

But are batters fully utilizing the spectrum of swing varieties to maximize their performance?

Photo Credit: Mark J. Rebilas/USA TODAY Sports

Read More
Is There A New Best Team in The NFL?
NFL Christina Væting Nergård NFL Christina Væting Nergård

Is There A New Best Team in The NFL?

With schedule imbalances early in the season, it can be difficult to determine the best team in the league purely by record.

538’s ELO system used to be a reliable source for NFL team comparisons, controlling for the difficulty of opponent. However, since 538 has stopped publishing sports rankings and predictions, I thought it would be a good time to run a two-year rolling ELO to rank all the NFL teams with 1000 as the starting point. Here’s how it turned out.

Photo Credit: Getty Images

Read More