From 923f1ae88c78d4147d4d8d3084d81b22aeddba28 Mon Sep 17 00:00:00 2001 From: andres Date: Sat, 21 Dec 2024 00:53:56 +0100 Subject: [PATCH] Advancment --- app/page.js | 132 +++++++++++++++--- public/data/diff_in_diff/basketball_DID.png | Bin 0 -> 81280 bytes public/data/diff_in_diff/football_DID.png | Bin 0 -> 55346 bytes public/data/diff_in_diff/hockey_DID.png | Bin 0 -> 72852 bytes public/data/diff_in_diff/rugby_DID.webp | Bin 0 -> 27232 bytes public/data/diff_in_diff/skiing_DID.png | Bin 0 -> 79366 bytes .../avg_view_count_sports_events.csv | 5 + 7 files changed, 120 insertions(+), 17 deletions(-) create mode 100644 public/data/diff_in_diff/basketball_DID.png create mode 100644 public/data/diff_in_diff/football_DID.png create mode 100644 public/data/diff_in_diff/hockey_DID.png create mode 100644 public/data/diff_in_diff/rugby_DID.webp create mode 100644 public/data/diff_in_diff/skiing_DID.png create mode 100644 public/data/part_2_plot/avg_view_count_sports_events.csv diff --git a/app/page.js b/app/page.js index 3e9d6eb..6dd13e4 100644 --- a/app/page.js +++ b/app/page.js @@ -416,7 +416,23 @@ export default function Home() { with a single, comprehensive metric.

- asoidfjqowiejf + + {(variable) => ( + } + /> + )} +

The plot reveals that the FIFA World Cup leads @@ -619,9 +635,15 @@ export default function Home() { First, the following chart visualizes the number of video uploads for each sport on YouTube over time.

-

- transition chart will come here -

+
+ } + /> +
+

Interesting observation includes that between 2005 and 2012, hockey dominated YouTube, driven by major events @@ -660,15 +682,97 @@ export default function Home() {

-

- Difference in difference Next -

+

+ Difference in difference +

- We explore the how much sport-events affect the - engagement + We investigated how specific sports events contribute to + engagement on YouTube using Difference-in-Differences + (DID). The analysis focused on data from 2017-2018, a + period when YouTube was becoming more mature. We + examined how the delta_view (change in views) of videos + in the period before and after sports events changed for + five sports: football, skiing, basketball, hockey, and + rugby. The corresponding events were: FIFA 2018, Winter + Olympics 2018, NBA Finals 2018, Stanley Cup Finals 2018, + and Rugby World Cup Sevens 2018. The control group was + the average delta_view of videos from sports unrelated + to the events, and the sport group was the average + delta_view of videos related to the event in question. +

+

+ The key finding is that not all sports events contribute + to increased engagement in their respective sports. +

+

+ Football and Skiing: + These two sports show the most significant impact from + their events, as the graphs clearly demonstrate. + However, when examining the p-values, football shows all + p-values below 0.05, indicating a strong, positive + impact from the FIFA 2018 event, with statistically + significant coefficients for both the treatment and + interaction terms. On the other hand, skiing shows a + weaker and less consistent pattern, with the Winter + Olympics having little effect on engagement and no + significant interaction term. It's important to note + that for this DID analysis, we examined the data for 4 + months before and 4 months after the events. Therefore, + we can conclude that user engagement for skiing did not + sustain for long after the Winter Olympics. +

+

+ Basketball, Hockey, and Rugby: + For these sports, the events did not show a substantial + increase in engagement. Particularly surprising was the + lack of change in engagement after the NBA Finals. + Despite the large number of basketball-related videos, + there was no noticeable shift in engagement. This could + be due to the NBA Finals being a U.S.-centric event, not + a global competition, and since it is a culmination of + the season, engagement may not increase significantly + afterward. For hockey, the post-event engagement + actually decreased, which is puzzling. This could be + because the Stanley Cup Finals took place in June, a + time when interest in winter sports, like hockey, + typically wanes, suggesting that the timing of the event + is critical in sustaining user interest. +

+

+ From these findings, it is clear that sports events do + not always affect engagement on YouTube. However, for + sports like football and skiing, the effect was + noticeable. Additionally, it can be concluded that for + minor-sports to capture more attention, the event needs + to be held on a global scale and during an appropriate + season for the sport.

- images +

Part 4: User Engagement Over Time @@ -827,12 +931,6 @@ export default function Home() { title="Create Next App" text="Lorem ipsum dolor sit, amet consectetur adipisicing elit. Ipsam autem quibusdam, delectus in corrupti, ab impedit magni iure eveniet aliquid soluta neque quisquam ducimus dolores ex suscipit pariatur. Voluptatibus, exercitationem? Lorem ipsum, dolor sit amet consectetur adipisicing elit. Perspiciatis repellat iure tenetur similique nemo soluta velit voluptate." /> - } - /> {(variable) => ( - } /> diff --git a/public/data/diff_in_diff/basketball_DID.png b/public/data/diff_in_diff/basketball_DID.png new file mode 100644 index 0000000000000000000000000000000000000000..f78402a949107cdd531ed1c11bbf9ec784ee8d92 GIT binary patch literal 81280 zcmb4r2UO4P|951IRA?6^BAT=Zw+Jm2Dk>_KhW6fWGo^&~A}WbeX=zgWYSWNNsZ`o~ zujh5e@Ao|CJpc2Y^Ek)3-Hq?}^SwUT^?twB`{Q$3MPbthmJL)?RGUtokXNUoqVA=l zTFJd`4ZiYda~li(BVm6`%U;9E*xpIs)`&`3-`?87%HG1%V27iTt(~crr3k+SzwrJY zSM2Sr?IZ;RuKxE2_^oVB1a_)WH{nIrTc6OjqoShKCx2HwmrF3ET0up1QvS#p=g9sa zPWERyzfeYoPVUavWZ1FgpP^&&Tc2@X(pvGTfqe|U{rEdQS$Rlm-w#`x!F6OTN4?)&Fw z>vx>0KlbNm&9?CL{(ad)ckr@-41TO)n~MccHJ{Vc`q&X5r=p|7#=*g%awx1 z?c6{X0|Uc#eJ1JYpVu2Wtv4Akt?4MeXJ<;2?=}_hG}OXlDP{X>U8A1c0lY8Mt#=gy zg)~Kz1K)F|+kMxsU;j>!reL-=$t*zg?*0pzG{u5inHJhXY=yhsMUxb@3qu@-TJGsH zRYpprpQ>T!%v17%r&_&YZgaS<^EQd`2o4i5v7P$iB;qz{aomqdEl4$?n)#5~8J{Tu 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