According to Data, What Matters More in Starcraft 2?

Posted on Jul 30, 2018

The skills the authors demonstrated here can be learned through taking Data Science with Machine Learning bootcamp with NYC Data Science Academy.

Mechanics V.S. Strategy in Starcraft 2

Over the ages, from amateur players to professionals in the Starcraft 2 scene, the debate about the relative importance between a player's mechanics and strategic preparation has been one of the most heated. This project will use data to prove which one is more important.

To give some background info, Starcraft 2 is one of the most competitive and lucrative esports title in the world. Some of its most prestigious tournaments boast championship winnings netting over $ 100K. As such, myriad professional teams and players exist and actively compete at the moment, not to mention the online match-making system Battle.net by Blizzard that hosts hundreds of thousands of enthusiastic fans.

Since Starcraft 2 is probably one of the most competitive games in the world by skill level, its players have wondered just what constitutes game-changing skills. One of the big frameworks or contention in this respect is the war between mechanics and strategy.

To put it simply, a player's mechanics is primarily measured by that player's APM (action per minute), which measures the number of clicks by keyboard of mouse per minute.

Alternatively, a player's strategic preparation is far more elusive, as it can range from build order preparation to unit specific counters. In our R shiny toy visualization,Β  we have been forced to use unique units made per game second as a proxy for the player's strategic preparation since the author thinks that's the best proxy out of the few statistics contained in the original data set. Without further ado, let's launch into the graphs!

In the above graph, we have a scatter plot showing each player's APM on the x-axis, unique units made per game timestamp on the y-axis, and a legend for the player's skill level, i.e. 1-7 with 1 being the least skilled and 7 being professional. Accordingly, the lighter the dot, the higher skilled level the dot represents. Here we can see that there's a huge amount of variation in the players' style as measured by APM/Strategy. You can see lighter blue dots on either the far right bottom corner or the top left corner, which says that players can be skilled either by having great mechanics or great strategic preparation. Finally we see the dots getting lighter as they branch out into the +x, +y direction ray, showing that indeed the two measurements correlate positively with skill level.

In the above graph we get a bar chart showing the player's skill level as the x-axis and averageΒ APM on the y-axis. We clearly see a positive correlation between the two. In the graph below, we get a bar chart instead showing the strategic preparation on the y-axis, where we see a similar but distinct trend. A final note to the analysis is the author believes an additional scatter plot of the APM/strategy v.s. skill level will help us see more structure into the data, rather than the one dimensional average statistics already displayed.

About Author

Jason Lai

I graduated from NYU with a bachelor's degree in Math.
View all posts by Jason Lai >

Leave a Comment

No comments found.

View Posts by Categories


Our Recent Popular Posts


View Posts by Tags

#python #trainwithnycdsa 2019 2020 Revenue 3-points agriculture air quality airbnb airline alcohol Alex Baransky algorithm alumni Alumni Interview Alumni Reviews Alumni Spotlight alumni story Alumnus ames dataset ames housing dataset apartment rent API Application artist aws bank loans beautiful soup Best Bootcamp Best Data Science 2019 Best Data Science Bootcamp Best Data Science Bootcamp 2020 Best Ranked Big Data Book Launch Book-Signing bootcamp Bootcamp Alumni Bootcamp Prep boston safety Bundles cake recipe California Cancer Research capstone car price Career Career Day citibike classic cars classpass clustering Coding Course Demo Course Report covid 19 credit credit card crime frequency crops D3.js data data analysis Data Analyst data analytics data for tripadvisor reviews data science Data Science Academy Data Science Bootcamp Data science jobs Data Science Reviews Data Scientist Data Scientist Jobs data visualization database Deep Learning Demo Day Discount disney dplyr drug data e-commerce economy employee employee burnout employer networking environment feature engineering Finance Financial Data Science fitness studio Flask flight delay gbm Get Hired ggplot2 googleVis H20 Hadoop hallmark holiday movie happiness healthcare frauds higgs boson Hiring hiring partner events Hiring Partners hotels housing housing data housing predictions housing price hy-vee Income Industry Experts Injuries Instructor Blog Instructor Interview insurance italki Job Job Placement Jobs Jon Krohn JP Morgan Chase Kaggle Kickstarter las vegas airport lasso regression Lead Data Scienctist Lead Data Scientist leaflet league linear regression Logistic Regression machine learning Maps market matplotlib Medical Research Meet the team meetup methal health miami beach movie music Napoli NBA netflix Networking neural network Neural networks New Courses NHL nlp NYC NYC Data Science nyc data science academy NYC Open Data nyc property NYCDSA NYCDSA Alumni Online Online Bootcamp Online Training Open Data painter pandas Part-time performance phoenix pollutants Portfolio Development precision measurement prediction Prework Programming public safety PwC python Python Data Analysis python machine learning python scrapy python web scraping python webscraping Python Workshop R R Data Analysis R language R Programming R Shiny r studio R Visualization R Workshop R-bloggers random forest Ranking recommendation recommendation system regression Remote remote data science bootcamp Scrapy scrapy visualization seaborn seafood type Selenium sentiment analysis sentiment classification Shiny Shiny Dashboard Spark Special Special Summer Sports statistics streaming Student Interview Student Showcase SVM Switchup Tableau teachers team team performance TensorFlow Testimonial tf-idf Top Data Science Bootcamp Top manufacturing companies Transfers tweets twitter videos visualization wallstreet wallstreetbets web scraping Weekend Course What to expect whiskey whiskeyadvocate wildfire word cloud word2vec XGBoost yelp youtube trending ZORI