The Ledger, every show
Every statement that passed quotation and attribution checks, across all 44 shows. Pick shows below, then mix any filter with any other.
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Gupta: AI models will eliminate the analytical layer in data pipelines
“I strongly believe the middle layer, which is the analytical layer, is going to go. The bunch of models that we are having, like, whether it is Anthropic or OpenAI, they are going to eliminate the interpretation part, which is mostly the analytical.”
Gupta: Analytics roles will shrink as data jobs shift to engineering
“A lot of jobs should shift towards the left hand side with the engineering side. The analytical side should become thinner.”
Gupta: AI industry buzz faces pressure over lack of business outcomes
“What is working out for us now is this whole AI buzz is under tremendous pressure. There's lack of outcomes”
Gupta: Consultants must walk away from failing engagements by week two
“No one in the company is allowed to drag to six weeks just to make a point that we are trying to do something. No, we walk out.”
Gupta: Enterprises will consolidate fragmented data stacks into unified platforms
“So I think the first round of disruption and transformation that is going to happen is enterprises are going to look for Platforms and tools and products which can give end-to-end capability. They don't need to go too deep, but it should be one.”
Gupta: AI models should be treated as interpreters, not data analyzers
“And I feel we should look at models as interpreters rather than someone who's analyzing. Analysis is still going to be on the consumer side.”
Gupta: AI cannot fix bad data without upstream human validation
“If the same bad quality data goes, AI is not going to fix it. No one can fix it. There is someone who has to check it.”