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Instructor.md
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| 1 |
+
# Understanding TikTok: The Algorithm as a User Satisfaction Engine
|
| 2 |
+
|
| 3 |
+
Most creators think TikTok's algorithm exists to make creators go viral. I don't think that's how it works.
|
| 4 |
+
|
| 5 |
+
A better way to view TikTok is as an intelligent distribution system whose primary goal is to maximize user satisfaction.
|
| 6 |
+
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| 7 |
+
The algorithm first evaluates whether content is original, safe, and of acceptable quality. After that, it becomes less concerned with its own opinion and more concerned with audience reaction.
|
| 8 |
+
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| 9 |
+
A video is initially shown to a small group of users. Their actions become signals:
|
| 10 |
+
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| 11 |
+
- Watch time
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| 12 |
+
- Completion rate
|
| 13 |
+
- Rewatches
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| 14 |
+
- Likes
|
| 15 |
+
- Comments
|
| 16 |
+
- Shares
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| 17 |
+
- Saves
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| 18 |
+
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| 19 |
+
If these signals reach a certain threshold, TikTok expands distribution to larger groups. If users show little interest, distribution slows down.
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| 20 |
+
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| 21 |
+
In that sense, the algorithm acts less like a judge and more like an antenna searching for the strongest connection between content and audience.
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| 22 |
+
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| 23 |
+
The audience determines quality through behavior.
|
| 24 |
+
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| 25 |
+
The algorithm's role is simply to observe and amplify what resonates.
|
| 26 |
+
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| 27 |
+
## What Audiences Actually Want
|
| 28 |
+
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| 29 |
+
Most users don't open TikTok looking for random content.
|
| 30 |
+
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| 31 |
+
They arrive with subconscious desires:
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| 32 |
+
|
| 33 |
+
- Entertainment
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| 34 |
+
- Belonging
|
| 35 |
+
- Validation
|
| 36 |
+
- Escapism
|
| 37 |
+
- Curiosity
|
| 38 |
+
- Social connection
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| 39 |
+
- Trend participation
|
| 40 |
+
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| 41 |
+
People love content that makes them feel:
|
| 42 |
+
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| 43 |
+
- "That's literally me."
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| 44 |
+
- "I know someone like this."
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| 45 |
+
- "I need to send this to a friend."
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| 46 |
+
- "I can't believe this happened."
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| 47 |
+
- "I need to see what happens next."
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| 48 |
+
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| 49 |
+
This is why relatable stories, competition, conflict, transformation, humor, and trends perform consistently well.
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| 50 |
+
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| 51 |
+
## Why Trends Matter
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| 52 |
+
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| 53 |
+
Trends are real-time indicators of collective attention.
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| 54 |
+
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| 55 |
+
They reveal what people are currently interested in discussing, sharing, and participating in.
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| 56 |
+
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| 57 |
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Following trends doesn't guarantee success, but it provides clues about existing audience demand.
|
| 58 |
+
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| 59 |
+
The most successful creators don't simply copy trends.
|
| 60 |
+
|
| 61 |
+
They adapt trends creatively to their niche and audience.
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| 62 |
+
|
| 63 |
+
## The Importance of Sharing
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| 64 |
+
|
| 65 |
+
One of TikTok's most powerful features is the share button.
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| 66 |
+
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| 67 |
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Sharing turns users into distributors.
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| 68 |
+
|
| 69 |
+
People share content because it communicates something about themselves:
|
| 70 |
+
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| 71 |
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- Their humor
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| 72 |
+
- Their beliefs
|
| 73 |
+
- Their interests
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| 74 |
+
- Their identity
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| 75 |
+
- Their awareness of current culture
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| 76 |
+
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| 77 |
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Every share is a signal that the content has become socially valuable.
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| 78 |
+
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| 79 |
+
## The Creator's Challenge
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| 80 |
+
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| 81 |
+
Success comes from understanding people better than understanding the algorithm.
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| 82 |
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| 83 |
+
The algorithm follows human behavior.
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| 84 |
+
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| 85 |
+
Humans set the rules.
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| 86 |
+
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| 87 |
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If viewers don't stop scrolling, watch, engage, or share, the algorithm has no reason to continue distributing the content.
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| 88 |
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| 89 |
+
A useful mindset is:
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| 90 |
+
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| 91 |
+
"How can we serve the audience better?"
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| 92 |
+
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| 93 |
+
Instead of asking:
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| 94 |
+
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| 95 |
+
"How do we beat the algorithm?"
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| 96 |
+
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| 97 |
+
## The TikTok Mentality
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| 98 |
+
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| 99 |
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The platform doesn't owe any creator attention.
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| 100 |
+
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| 101 |
+
From the algorithm's perspective:
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| 102 |
+
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| 103 |
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- You are not the trend.
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| 104 |
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- Your content is competing with thousands of alternatives.
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| 105 |
+
- If you don't capture attention quickly, viewers move on.
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| 106 |
+
- If you don't create emotional response, viewers won't engage.
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| 107 |
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- If you don't offer something users value, the platform will substitute your content with something that does.
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| 108 |
+
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| 109 |
+
The algorithm is relentlessly focused on one thing:
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| 110 |
+
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| 111 |
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Delivering the most satisfying content experience possible for its users.
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| 112 |
+
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| 113 |
+
Creators who understand human behavior tend to outperform creators who only study the algorithm.
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| 114 |
+
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| 115 |
+
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| 116 |
+
# Storytelling in the Age of Recommendation Algorithms
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| 117 |
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| 118 |
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Most storytellers believe they are competing against other storytellers.
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| 119 |
+
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| 120 |
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In reality, they are competing against attention.
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| 121 |
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| 122 |
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Every day, people have thousands of entertainment options:
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| 123 |
+
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| 124 |
+
- TikTok
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| 125 |
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- YouTube
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| 126 |
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- Netflix
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| 127 |
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- Games
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| 128 |
+
- Music
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| 129 |
+
- Social media
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| 130 |
+
- Messaging apps
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| 131 |
+
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| 132 |
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The question is no longer:
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| 133 |
+
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| 134 |
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"Is this a good story?"
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| 135 |
+
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| 136 |
+
The question is:
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| 137 |
+
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| 138 |
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"Is this story interesting enough to earn attention?"
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| 139 |
+
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| 140 |
+
## Audiences Don't Buy Stories
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| 141 |
+
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| 142 |
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Audiences buy emotions.
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| 143 |
+
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| 144 |
+
They seek:
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| 145 |
+
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| 146 |
+
- Curiosity
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| 147 |
+
- Excitement
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| 148 |
+
- Wonder
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| 149 |
+
- Suspense
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| 150 |
+
- Belonging
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| 151 |
+
- Laughter
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| 152 |
+
- Inspiration
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| 153 |
+
- Escapism
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| 154 |
+
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| 155 |
+
Stories are simply vehicles that deliver those emotions.
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| 156 |
+
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| 157 |
+
A technically perfect story that produces no emotional reaction will struggle.
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| 158 |
+
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| 159 |
+
An imperfect story that creates strong emotions can spread rapidly.
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| 160 |
+
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| 161 |
+
## The Audience Is the Real Algorithm
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| 162 |
+
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| 163 |
+
Whether on TikTok, YouTube, Netflix, or in cinemas, audiences act like a collective recommendation engine.
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| 164 |
+
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| 165 |
+
They reward stories that create emotional responses.
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| 166 |
+
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| 167 |
+
They punish stories that fail to make people feel something.
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| 168 |
+
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| 169 |
+
Every recommendation, repost, discussion, review, fan theory, meme, and reaction becomes a signal.
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| 170 |
+
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| 171 |
+
The audience decides what deserves attention.
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| 172 |
+
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| 173 |
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Platforms simply measure those decisions.
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| 174 |
+
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| 175 |
+
## Why Competition Stories Work
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| 176 |
+
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| 177 |
+
Humans naturally gravitate toward competition.
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| 178 |
+
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| 179 |
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Competition creates:
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| 180 |
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| 181 |
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- Stakes
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| 182 |
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- Conflict
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| 183 |
+
- Progress
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| 184 |
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- Winners and losers
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| 185 |
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- Uncertainty
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| 186 |
+
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| 187 |
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The human brain wants answers:
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| 188 |
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| 189 |
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- Who wins?
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| 190 |
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- Who loses?
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| 191 |
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- Can the underdog succeed?
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| 192 |
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- What happens next?
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| 193 |
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| 194 |
+
This is why tournaments, rivalries, survival stories, sports, talent shows, and hero-vs-villain narratives remain powerful.
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| 195 |
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| 196 |
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Competition is one of storytelling's oldest attention mechanisms.
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| 197 |
+
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| 198 |
+
## Why Relatable Stories Spread
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| 199 |
+
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| 200 |
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People constantly search for reflections of themselves.
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| 201 |
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| 202 |
+
When someone sees:
|
| 203 |
+
|
| 204 |
+
- Their struggles
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| 205 |
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- Their dreams
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| 206 |
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- Their relationships
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| 207 |
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- Their fears
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| 208 |
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- Their culture
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| 209 |
+
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| 210 |
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They feel understood.
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| 211 |
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| 212 |
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The moment a viewer says:
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| 213 |
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| 214 |
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"That's exactly what happened to me."
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| 215 |
+
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| 216 |
+
The story gains power.
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| 217 |
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| 218 |
+
Relatability creates emotional ownership.
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| 219 |
+
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| 220 |
+
## Why Classics Never Die
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| 221 |
+
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| 222 |
+
Some stories survive for generations because they are built on timeless human desires:
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| 223 |
+
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| 224 |
+
- Love
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| 225 |
+
- Family
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| 226 |
+
- Survival
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| 227 |
+
- Identity
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| 228 |
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- Ambition
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| 229 |
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- Sacrifice
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| 230 |
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- Friendship
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| 231 |
+
- Revenge
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| 232 |
+
- Justice
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| 233 |
+
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| 234 |
+
Technology changes.
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| 235 |
+
|
| 236 |
+
Human nature changes slowly.
|
| 237 |
+
|
| 238 |
+
Stories that connect with fundamental human emotions remain relevant across generations.
|
| 239 |
+
|
| 240 |
+
## The New Storytelling Question
|
| 241 |
+
|
| 242 |
+
Instead of asking:
|
| 243 |
+
|
| 244 |
+
"How do we tell our story?"
|
| 245 |
+
|
| 246 |
+
Modern storytellers should ask:
|
| 247 |
+
|
| 248 |
+
"What emotional need are we satisfying?"
|
| 249 |
+
|
| 250 |
+
Because audiences don't consciously search for stories.
|
| 251 |
+
|
| 252 |
+
They search for feelings.
|
| 253 |
+
|
| 254 |
+
The stories that survive are the stories that deliver those feelings consistently.
|
| 255 |
+
|
| 256 |
+
## The Future
|
| 257 |
+
|
| 258 |
+
The future belongs to storytellers who understand both narrative and human psychology.
|
| 259 |
+
|
| 260 |
+
The best creators will not chase algorithms.
|
| 261 |
+
|
| 262 |
+
They will understand people so deeply that algorithms naturally reward their work.
|
| 263 |
+
|
| 264 |
+
Because every algorithm is ultimately measuring the same thing:
|
| 265 |
+
|
| 266 |
+
Human attention.
|
| 267 |
+
|
| 268 |
+
And attention follows emotion.
|
| 269 |
+
|
| 270 |
+
# Why Disney Won
|
| 271 |
+
|
| 272 |
+
Disney did not win because they made cartoons.
|
| 273 |
+
|
| 274 |
+
Disney won because they understood people.
|
| 275 |
+
|
| 276 |
+
Most studios focus on creating stories.
|
| 277 |
+
|
| 278 |
+
Disney focused on creating emotional experiences.
|
| 279 |
+
|
| 280 |
+
## They Understood Human Desires
|
| 281 |
+
|
| 282 |
+
Across generations, Disney repeatedly tapped into universal emotions:
|
| 283 |
+
|
| 284 |
+
- The desire to belong
|
| 285 |
+
- The desire to be loved
|
| 286 |
+
- The desire to become something greater
|
| 287 |
+
- The desire for adventure
|
| 288 |
+
- The desire for family
|
| 289 |
+
- The desire for hope
|
| 290 |
+
|
| 291 |
+
Whether it was Cinderella, Simba, Aladdin, Elsa, or Moana, the emotional core remained recognizable.
|
| 292 |
+
|
| 293 |
+
Different stories.
|
| 294 |
+
|
| 295 |
+
Same human needs.
|
| 296 |
+
|
| 297 |
+
## They Mastered Relatability Through Fantasy
|
| 298 |
+
|
| 299 |
+
Disney's characters often lived in magical worlds.
|
| 300 |
+
|
| 301 |
+
Yet their struggles were deeply human.
|
| 302 |
+
|
| 303 |
+
Simba struggled with guilt.
|
| 304 |
+
|
| 305 |
+
Elsa struggled with acceptance.
|
| 306 |
+
|
| 307 |
+
Aladdin struggled with self-worth.
|
| 308 |
+
|
| 309 |
+
Mulan struggled with identity.
|
| 310 |
+
|
| 311 |
+
Audiences connected because they recognized themselves inside the fantasy.
|
| 312 |
+
|
| 313 |
+
The setting was magical.
|
| 314 |
+
|
| 315 |
+
The emotions were real.
|
| 316 |
+
|
| 317 |
+
## They Understood That Stories Need Desire
|
| 318 |
+
|
| 319 |
+
Great Disney protagonists always want something.
|
| 320 |
+
|
| 321 |
+
A dream.
|
| 322 |
+
|
| 323 |
+
Freedom.
|
| 324 |
+
|
| 325 |
+
Acceptance.
|
| 326 |
+
|
| 327 |
+
Adventure.
|
| 328 |
+
|
| 329 |
+
Love.
|
| 330 |
+
|
| 331 |
+
Purpose.
|
| 332 |
+
|
| 333 |
+
The audience immediately understands what the character is chasing.
|
| 334 |
+
|
| 335 |
+
And once desire is established, attention follows naturally.
|
| 336 |
+
|
| 337 |
+
People want to know:
|
| 338 |
+
|
| 339 |
+
"Will they get it?"
|
| 340 |
+
|
| 341 |
+
## They Built Around Transformation
|
| 342 |
+
|
| 343 |
+
Disney stories are rarely about events.
|
| 344 |
+
|
| 345 |
+
They are about change.
|
| 346 |
+
|
| 347 |
+
The audience watches characters evolve.
|
| 348 |
+
|
| 349 |
+
A frightened lion becomes a king.
|
| 350 |
+
|
| 351 |
+
A poor girl becomes confident.
|
| 352 |
+
|
| 353 |
+
A selfish person becomes selfless.
|
| 354 |
+
|
| 355 |
+
A dreamer becomes a hero.
|
| 356 |
+
|
| 357 |
+
Transformation creates satisfaction because people secretly desire transformation in their own lives.
|
| 358 |
+
|
| 359 |
+
## They Made Families Watch Together
|
| 360 |
+
|
| 361 |
+
Disney understood something many studios missed:
|
| 362 |
+
|
| 363 |
+
One viewer is good.
|
| 364 |
+
|
| 365 |
+
An entire family is better.
|
| 366 |
+
|
| 367 |
+
Parents, children, siblings, and grandparents could all enjoy the same story.
|
| 368 |
+
|
| 369 |
+
This multiplied word-of-mouth and cultural reach.
|
| 370 |
+
|
| 371 |
+
## They Created Memorable Characters
|
| 372 |
+
|
| 373 |
+
Many studios create plots.
|
| 374 |
+
|
| 375 |
+
Disney creates characters people remember.
|
| 376 |
+
|
| 377 |
+
People don't say:
|
| 378 |
+
|
| 379 |
+
"I love that scene."
|
| 380 |
+
|
| 381 |
+
They say:
|
| 382 |
+
|
| 383 |
+
"I love Simba."
|
| 384 |
+
|
| 385 |
+
"I love Stitch."
|
| 386 |
+
|
| 387 |
+
"I love Elsa."
|
| 388 |
+
|
| 389 |
+
Characters become emotional anchors.
|
| 390 |
+
|
| 391 |
+
And emotional anchors create loyal audiences.
|
| 392 |
+
|
| 393 |
+
## They Invested Heavily in Craft
|
| 394 |
+
|
| 395 |
+
Disney understood that emotional storytelling becomes more powerful when paired with technical excellence.
|
| 396 |
+
|
| 397 |
+
Animation.
|
| 398 |
+
|
| 399 |
+
Music.
|
| 400 |
+
|
| 401 |
+
Voice acting.
|
| 402 |
+
|
| 403 |
+
Visual design.
|
| 404 |
+
|
| 405 |
+
World-building.
|
| 406 |
+
|
| 407 |
+
Everything supported the emotional experience.
|
| 408 |
+
|
| 409 |
+
The technology was never the goal.
|
| 410 |
+
|
| 411 |
+
It was the delivery system.
|
| 412 |
+
|
| 413 |
+
## They Understood the Share Mechanism Before Social Media
|
| 414 |
+
|
| 415 |
+
Long before likes and shares existed, Disney created stories people wanted to talk about.
|
| 416 |
+
|
| 417 |
+
People sang the songs.
|
| 418 |
+
|
| 419 |
+
Quoted the characters.
|
| 420 |
+
|
| 421 |
+
Bought the merchandise.
|
| 422 |
+
|
| 423 |
+
Recommended the films.
|
| 424 |
+
|
| 425 |
+
Shared the experience with others.
|
| 426 |
+
|
| 427 |
+
Modern algorithms reward sharing.
|
| 428 |
+
|
| 429 |
+
Disney built stories that people naturally wanted to share decades before algorithms existed.
|
| 430 |
+
|
| 431 |
+
## The Biggest Reason Disney Won
|
| 432 |
+
|
| 433 |
+
Disney consistently answered one question better than most competitors:
|
| 434 |
+
|
| 435 |
+
"How do we make people feel?"
|
| 436 |
+
|
| 437 |
+
Not:
|
| 438 |
+
|
| 439 |
+
"How do we animate better?"
|
| 440 |
+
|
| 441 |
+
Not:
|
| 442 |
+
|
| 443 |
+
"How do we use better technology?"
|
| 444 |
+
|
| 445 |
+
Not:
|
| 446 |
+
|
| 447 |
+
"How do we follow trends?"
|
| 448 |
+
|
| 449 |
+
The company built its empire around emotional connection.
|
| 450 |
+
|
| 451 |
+
And attention has always followed emotion.
|
| 452 |
+
|
| 453 |
+
Whether the platform is a movie theater, television, YouTube, TikTok, or streaming service, the rule remains the same:
|
| 454 |
+
|
| 455 |
+
People remember what makes them feel something.
|
| 456 |
+
|
| 457 |
+
Disney mastered that better than almost anyone else.
|