Statistics reveal that 75% of data scientists find their current design and planning tools inefficient, particularly when managing complex projects. A typical workflow includes initial requirements gathering and research documented in markdown or Confluence. ETL and EDA are conducted in notebooks with inline markdown documentation. The design of solution/model candidates reverts to Confluence or markdown. The process continues through model experimentation, iteration, deployment, and ongoing documentation. A significant bottleneck arises in the planning and design stages. Notably, 100% of surveyed data scientists have not found a satisfactory diagramming tool, often switching between Mermaid diagrams and PowerPoint. While braindumping in markdown feels natural, it may not be the most efficient method. Teams commonly use MLflow for experiment management, yet 80% resort to copying and pasting results into Confluence for presentation. These statistics highlight a critical need for more effective tools and workflows in the data science field.
To provide the best experiences, we use technologies like cookies to store and/or access device information. Consenting to these technologies will allow us to process data such as browsing behavior or unique IDs on this site. Not consenting or withdrawing consent, may adversely affect certain features and functions.
Functional
Always active
The technical storage or access is strictly necessary for the legitimate purpose of enabling the use of a specific service explicitly requested by the subscriber or user, or for the sole purpose of carrying out the transmission of a communication over an electronic communications network.
Preferences
The technical storage or access is necessary for the legitimate purpose of storing preferences that are not requested by the subscriber or user.
Statistics
The technical storage or access that is used exclusively for statistical purposes.The technical storage or access that is used exclusively for anonymous statistical purposes. Without a subpoena, voluntary compliance on the part of your Internet Service Provider, or additional records from a third party, information stored or retrieved for this purpose alone cannot usually be used to identify you.
Marketing
The technical storage or access is required to create user profiles to send advertising, or to track the user on a website or across several websites for similar marketing purposes.
