League of Legends Game Analytics

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League of Legends Game Analytics Grading Postmortem League of Legends Game Analytics Project 4 IMGD 2905

Overall Good Bad Projects still improving, (albeit more slowly) Better analysis text Some stagnation in improvement Attendance in class? Attention to detail? New problems to note This deck Notes Former criteria still pertain!  Review Attention to detail is important! If do not understand comments, or what is missing or how to fix  Come see me

Grade Distribution

Nice Charts!

Nice Charts!

Nice Charts!

Nice Charts!

Nice Charts!

Details Missing on Data Collection What’s missing? “I analyzed a League of Legends summoner.”

Details Missing on Data Collection What’s missing? “I analyzed a League of Legends summoner.” Summoner profile Minimum: Name Better: Rank Even Better: dates of match numbers pulled Even Betterer: actual match numbers pulled

“Winners have about 12k more gold than losers” It’s All Relative “Winners have about 12k more gold than losers” What’s missing?

It’s All Relative “Winners have about 12k more gold than losers” What’s missing? How does this compare to total gold? How much does this matter in-game (e.g., how much do items cost)?

Make Comparisons Easy for Reader What’s wrong with this? “Figure 9 shows game duration in minutes versus total gold earned per match. It is the same graph as Figure 2, only using Summoner B versus Summoner A as the seed. Compared to Figure 2, the data in Figure 9 is …”

Make Comparisons Easy for Reader What’s wrong with this? “Figure 9 shows game duration in minutes versus total gold earned per match. It is the same graph as Figure 2, only using Summoner B versus Summoner A as the seed. Compared to Figure 2, the data in Figure 9 is …” Figure 2 was many pages ago! Reader can’t remember, need to flip pages, and still hard to compare! Put figures next to each other. Or, if possible, same graph separate trend lines!

Side by Side Comparisons What’s wrong with these?

Side by Side Comparisons What’s wrong with these? Different x-range Different sizes Can’t compare y-axis (only able to do one axis at a time) Better: One graph, multiple trend lines

KDA versus Rank What’s wrong with just presenting this chart without additional information?

How many players at each rank? (akin to sample size) KDA versus Rank What’s wrong with just presenting this chart without additional information? How many players at each rank? (akin to sample size) And what’s the spread?

KDA versus Rank Improvement? Table 1 shows the number of players from each rank that were in the 100 matches gathered. There were only 4 bronze players in any of the 100 matches, and only 1 challenger, so they are removed in the following analysis.

Order of ranks (consider) KDA versus Rank Improvement? Order of ranks (consider) Table 1 shows the number of players from each rank that were in the 100 matches gathered. There were only 4 bronze players in any of the 100 matches, and only 1 challenger, so they are removed in the following analysis.

Hedges and Intensifiers What’s wrong with this? “This proves that the team with more gold always wins the game” “This data might suggest that the team with more gold may possibly win some of the games”

Hedges and Intensifiers What’s wrong with this? “This proves that the team with more gold always wins the game” “This data might suggest that the team with more gold may possibly win some of the games” Better: “This data suggests the team with more gold usually wins the game” Important to strike tone – give reader confidence in analysis Don’t overstate so reader confident (character) Don’t be so uncertain that reader doesn’t believe Hedge: “suggest”, “might”, “may” – qualifies uncertainty Intensifier: “prove”, “always” – increase certainty Other hedges and intensifiers?

Hedges and Intensifiers Very, quite, clearly, certainly, always, prove, crucial, central… Hedges: Usually, often, sometimes, possibly, most, many might, could, suggest, indicate … Confident writers use hedges more often then intensifiers Becomes more persuasive! e.g., readers see sentence that begins “Undoubtedly”, “Clearly”, “There is no question” … reflexively think opposite!

Final Thoughts Give everything second look, critical eye Can this be better? Clearer? Fewer words? Missing details? More is not better Attention to detail important