Dan Oehm
banner
danoehm.bsky.social
Dan Oehm
@danoehm.bsky.social
640 followers 1.2K following 570 posts
🔔 Statistician 🫶 #Rstats 📈 #Dataviz 🏃‍♂️ Trail runner 🤘 Metalhead ❤️ Dad 🔥 #survivor data analyst 🌏 Canberran Survivor Stats db: https://survivorstatsdb.com/ Ramblings: https://gradientdescending.com/
Posts Media Videos Starter Packs
Pinned
I guess I'm over here as well and hoping it can achieve the critical mass needed to sustain people's interest.

Most people will know me for my data viz, R, and stats stuff. I'm also a runner, mountain biker, and a Dad. I mostly fit R around those other things!

Anyway, hi all 👋
Yeah, at ep5, high CPH can mean either making it deep in the game or flying too close to the sun.

Statistically, after ep5, a player with a CPH 2x higher than expected is about 30% more likely to make the final tribal council than another player in the middle.
#Survivor49 confessionals per hr (CPH)

Top 10:
1. Yam Yam 2.7x 🏆
2. Carolyn 2.4x ⭐
3. Savannah 2.4x 👈👀👈
4. Emily 1.9x
5. Kenzie 1.7x 🏆
6. Charlie 1.7x ⭐
7. Jesse 1.7x
8. Sam 1.6x ⭐
9. Sai 1.6x
10. Elie 1.6x

Key:
🏆 Winner
⭐ Finalist
Nx more CPH than expected
Is it causal? Maybe. Those two things changed at the same time so can't be certain if one is more influential than the other.

But at the end of the day, there's an association that can be measured from the data, and I find that pretty cool.
I wouldn't call this conclusive, but it appears that 3 starting tribes and more combined immunity reward challenges increase the chances that some players will avoid Tribal Council in the first 5 episodes, potentially to merge.
Finally, I fit a model to see if there was an association between the number of combined immunity reward challenges and the number of players who had not attended tribal in 5 episodes, while controlling for the number of starting tribes.

Both variables are significant‼️
So, I charted how many combined immunity and reward challenges there have been.

The trend looks pretty familiar to me! There's definitely an increasing trend.

The two big spikes are Redemption Island seasons to put them aside.
I had a theory (and others as well listening to the discourse) that only having combined immunity and reward challenges creates a compounding effect and increases the likelihood of disaster tribes, and consequently more likely some players won't go to Tribal.
The chart shows how many players have not attended Tribal Council in the first 5 episodes of the season.

Notice a trend?

8/11 seasons had 3 starting tribes and there's clearly been a change since S25

What may have changed?
The table shows that 6/12 players are yet to go to Tribal Council at all. Half the cast haven't had the chance to play the game yet.

imo It's much more interesting if everyone has gone to Tribal at least once, lines have been drawn and alliances formed before the merge.

And check this out...
Today's #Survivor rabbit hole

After #Survivor49 ep 5, two things stood out:
1. Every player left in the game that has gone to tribal council has a 100% successful boot % (assuming ep4 was a split vote).
2. Half the players haven't been to Tribal Council

What I found out about 2 is kind of cool 👇 🧵
😂

Yeah, I had a feeling that we would see a divergence of players we grow to love and players we love to hate. But villains aren't cast anymore so we don't really see that. Otherwise it's a pretty clear trend.
Polls are interesting because they're more of a reflection of who responded, rather than what they say about the subject, which makes the age split even more interesting.

There's a lot more to dive into here, but in the meantime, I may be in the market for a brown leather waistcoat.
Sol!

He's a huge outlier, and I think we all know why. It's that fine leather waistcoat!
One thing stood out to me, though. There were not a lot of older players above the line.

If I fit a line for players over 40 it's basically flat showing there's no relationship and very different from those 18-39.

Except for one player...
Kaleb!

Here's a list of the top 10 after accounting for confessionals:

1. Kaleb
2. Sol
3. Frannie
4. Carolyn
5. Kamilla
6. Kellie
7. Thomas
8. Dee
9. Star
10. Emily

(There are a few assumptions at play here, but I won't bore you)
Let's zoom in on Love. The positive trend is pretty strong so that's a tick for the first hypothesis.

But, I was wrong about Star given where she sits on the chart (8, 45%).

In that case, who is the most loved player after accounting for confessionals?
I've plotted each player - total confessional time x rating

- Love has a strong positive relationship
- Like is flat, therefore no relationship
- Neutral is a negative relationship - the more we see someone, the more we'll have an opinion of them. Makes sense.
- Not a Fan is slightly negative
The poll asks responders to rate players - Love, Like, Neutral, or Not a Fan. They cover seasons 43-48 up to after the finale.

My theory was that the more we see players on screen, the more we'll grow to like them. But there's also going to be players that strike a chord early.
@robsfactchecker.bsky.social was kind enough to share his polling data with me to test a couple of hypotheses:

1. A player gets more 'Love' with more confessionals and
2. Star is the most loved player, accounting for confessionals

But there was one other thing that stood out 🧵

#Survivor
#Survivor49 confessionals per hour

Savannah and Sophi are the outliers in the pre-merge game. Probably post-merge as well.

#Survivor
I absolutely would as well haha!
#Survivor49 Confessionals/hr

After the merge we'll see who stands out in Hina and Uli (other than Rizo)

#Survivor
That would be good see. I reckon Jeff would have accepted it, but I feel Kele would not have, they would want to earn it. What Kele may have accepted is getting to choose who sits out on the other tribes, regardless of the other rules for sits outs. That would help level the playing field.
#Survivor49 confessionals/hr

Savannah has 2.2x more than expected, the 7th highest at this point in the new era. Above her is a winner, a runner-up up and two 4th-place finishers

1. Aysha 2.8x
2. Charlie 2.5x
3. Carson 2.3x
4. Yam Yam 2.3x
5. Jesse 2.2x
6. David 2.2x
7. Savannah 2.2x