Startups : Solving the Unsexy Problems

Barun Halder
3 min readJun 10, 2023

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credit: Sergey Zolkin/unsplash

Startups have a knack for solving simple yet pivotal problems for specific user profiles on a large scale. They are crucial in addressing these problems when users often lack the necessary skills or time. By tackling these issues, startups free up valuable time and resources, allowing users to focus on the core business activities that truly add value. Moreover, they alleviate the burden of repeatedly solving similar problems for every new project.

Flash back a decade to the era of Big Data's explosive growth and the advent of Hadoop as a premier data processing solution. Amidst this surge, a disruptive entity named Databricks entered the scene. Despite Hadoop's enormous potential, it required advanced engineering expertise for setup, usage, and scalability. Concurrently, a fresh user profile began to take shape—the Data Scientist. Databricks, seizing the untapped potential and the necessity of empowering these professionals, developed purpose-built tools. Their aim? Making large-scale distributed computation accessible for data scientists.

As global demand for data scientists swelled, so did the need for Databricks. This firm's visionary strategy dovetailed with the burgeoning role of data scientists across sectors. Alongside this evolving landscape, Databricks fostered innovation and revolutionized the field. They didn't merely equip data scientists to extract insights from vast data pools; they also nurtured the growth of this invaluable community.

Databricks soon became a synonym for empowering data scientists, enabling them to tap into Big Data's power without needing intricate engineering knowledge. Their unyielding commitment to addressing data scientists' challenges allowed these professionals to excel in their roles and drive transformative advancements across various fields. Databricks' crucial role in nourishing the data science community was reflected in the tools and resources they provided for impactful work.

This is where startups shine. With their innovative solutions and laser-focus on solving a specific unglamorous problem, startups identify and address the unique pain points of their target user profiles. They assemble talented teams specialized in solving these problems, giving users access to this expertise without the need for in-house development.

In the ever-evolving landscape of today, new user profiles such as MLEs, Prompt Engineers, and AI Product Managers are emerging, necessitating specialized solutions. Firms like Fiddler lead the way, tackling these professionals' unique challenges. Fiddler offers a platform that allows MLEs to effortlessly connect their data and gather key ML metrics, while also equipping Data Scientists with tools for effectively explaining model predictions. Fiddler's strength lies in simplifying complex tasks and fostering collaboration.

Thanks to the scalability of their solutions, startups can cater to a large user base, providing many businesses and individuals with efficient means to address their problems. By providing specialized tools, platforms, and services, startups enable users to overcome challenges while conserving time, effort, and resources.

Moreover, startups often adopt a forward-thinking approach by crafting solutions that can be replicated or customized for similar projects. This eliminates the need to solve the same problem from scratch every time, allowing users to draw on the startup's expertise and experience. Users can benefit from previously developed solutions, thus streamlining their processes.

Startups excel at addressing vital problems for specific user profiles. They do this by leveraging their skills, expertise, and scalability to empower users to focus on their core business activities. By providing efficient and reusable solutions, startups drive innovation and growth across diverse industries.

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