The Future of Collectibles: How Algorithm-Friendly Design Shapes the Digital Landscape
Hatched by Kazuki Nakayashiki
Aug 12, 2023
3 min read
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The Future of Collectibles: How Algorithm-Friendly Design Shapes the Digital Landscape
The global collectibles market is estimated to be worth a staggering $370 billion, according to a report by TechCrunch. With the rise of digital platforms and advancements in technology, the future of collectibles is rapidly shifting towards the digital realm. But what does this mean for collectors and enthusiasts? And how does algorithm-friendly design play a crucial role in shaping this landscape?
Understanding the power of algorithms is essential, even if you're not particularly interested in platforms like TikTok or the short video space. As companies in all industries increasingly rely on machine learning algorithms, it's important to grasp how they achieve accuracy and gain a competitive edge. Contrary to popular belief, experts in the field doubt that TikTok has made some groundbreaking advance in machine learning recommendation algorithms. Instead, the effectiveness of an algorithm lies in its training dataset.
What makes TikTok unique is its closed loop of feedback, which inspires and facilitates the creation and viewing of videos that can be used to train its algorithm. Every action you take on the platform, from the moment a video begins playing, is a signal to the algorithm about your sentiment towards that content. Even before the video reaches your phone, a human on TikTok's operations team has already watched it and added relevant tags or labels. Vision AI is often invoked at the point of creation, with camera filters designed to track faces, hands, or gestures.
The default user interface of major social networks today revolves around an infinite vertically scrolling feed. While this design allows for easy scanning and lower friction, it poses challenges for algorithms to accurately judge sentiment. As you scroll through multiple stories, the algorithm cannot "see" which one catches your attention. This tradeoff between user convenience and accurate feedback often leads to content drifting away from a user's true interests.
Algorithm-friendly design doesn't have to be user-hostile. It simply requires a different approach to serving the user's interests. The goal of any design should be to help the user achieve their desired outcome, even if it means introducing some friction along the way. In this software era, true competitive advantages are becoming increasingly illusory, as most features and UI designs can be easily replicated. The real magic lies in how every element of a platform's design and processes connect with each other to create a dataset that trains the algorithm to peak performance.
So, what actionable advice can we derive from this understanding of algorithm-friendly design?
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Prioritize feeding the algorithm: When designing an app or platform, consider how best to help the algorithm "see" and understand user sentiment. Incorporate features that generate relevant tags or labels, and leverage vision AI to enhance the user experience.
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Embrace friction for accuracy: While reducing friction is often desirable, it's important to recognize that introducing some friction can lead to more accurate feedback. Don't shy away from implementing design elements that require users to make conscious choices, as this will ultimately serve their interests better.
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Align everything with a single purpose: To create a truly effective platform, ensure that every element, process, and feature aligns with a single purpose and goal. This holistic approach will contribute to the overall success and performance of the algorithm.
In conclusion, the future of collectibles lies in the digital realm, and algorithm-friendly design plays a crucial role in shaping this landscape. Understanding how algorithms work and incorporating design elements that optimize their performance is essential for companies in all industries. By prioritizing the needs of both users and algorithms, we can create platforms that not only serve the interests of collectors and enthusiasts but also push the boundaries of what is possible in the digital age.
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