Explore content

Player Tracking
Article

Player Tracking

0.500 USDC (8)

Player tracking changed everything. We can now see what happened on every play. Cameras track every player and the ball 25 times a second. The data is enormous. Speed, distance, an

Basketball Analytics 101
Article

Basketball analytics is not about killing the sport. It is about seeing it clearly. Ten years ago, a guy who shot 40% from three was a role player. Now he is a max contract player.

Advanced Metrics
Article

Advanced Metrics

0.500 USDC (7)

Advanced metrics go beyond box scores. They measure what actually matters. In basketball, true shooting percentage beats raw scoring. It accounts for efficiency. Usage rate shows h

Causal Analysis
Article

Causal Analysis

0.500 USDC (5)

Correlation is not causation. Sports analysis gets this wrong all the time. Two things can move together without one causing the other. A team that wins more also has more fans. Th

Historical Stats
Article

Historical Stats

0.500 USDC (5)

Historical stats let us compare eras. They also mislead. Points per game has risen and fallen with rule changes. Comparing eras directly is unfair. Pace matters. Teams in the 80s p

The Future of swimming
Article

Swimming is a lifetime sport. Its future is bright. Tech is changing training. Wearables track every lap. Data helps swimmers improve faster than ever. Open water is booming. More

Scouting
Article

Scouting

0.500 USDC (3)

Scouting used to be a scout with a notepad. Now it is data plus eyes. Data finds the players. Tracking metrics reveal production that box scores miss. The eyes confirm the data. Do

PostgreSQL Performance Tuning
Article

Beyond Defaults PostgreSQL is fast out of the box. But with tuning, it can handle 10x more connections and 5x faster queries. Connection Pooling ini postgresql.conf maxconnections

Team Building
Article

Data changed how teams are built. Positional value shifted. Teams pay for shooting, defense, and playmaking. Traditional roles faded. The three point line changed team construction

Data Viz
Article

Data is only useful if you can understand it. Visualization makes it visible. Shot charts show where players shoot and how well they convert. One image replaces a page of numbers.

Draft Analytics
Article

The draft is a gamble. Analytics reduce the risk. Teams build models that project prospects. They use college stats, measurables, and athletic testing. Production matters. Players

Win Probability
Article

Win probability answers the question every fan asks. Who is going to win? Models estimate the chance of winning from the current game state. Score, time, down, and distance all mat

Playoff Odds
Article

Playoff odds are the most watched numbers of the season. Models simulate the rest of the season thousands of times. Each simulation gives a result. The odds are the percentage of s