Input-heavy

Describing a process, task, or system that requires a significant or disproportionate amount of information, data, or external stimuli to be provided or processed. This often implies a demanding workflow, potentially involving extensive data entry, research, or interaction with external sources. It suggests that the quality or success of the outcome is heavily dependent on the quality, quantity, and accuracy of the data or information being fed into the system. This can apply to both digital and physical processes.

Input-heavy meaning with examples

• Developing the new AI chatbot was extremely input-heavy. We spent months meticulously curating a massive dataset of conversational text, including user queries and appropriate responses, to ensure its accuracy and fluency. This involved significant time and resources for data cleansing and preparation.
• The initial phase of the market analysis report proved input-heavy. Gathering all relevant financial data, consumer demographics, and competitor information from various sources, then compiling it into a cohesive presentation demanded considerable effort from the research team.
• Preparing the presentation on climate change became input-heavy, forcing me to gather all the required materials to show all the information and allow for a better presentation that was not only informative but engaging for all. It was a big task but well worth it.
• Training the new machine learning model has become very input-heavy, and the data from users in the program has been crucial to its success. Without good information and data entry, the new machine learning model will be of no use.
• The first few steps in designing our new website proved to be very input-heavy, requiring us to gather all the site requirements, select our preferred color scheme, and gather photos and information for each of the new pages on our site.