this type of confidence is also performed in organizational leadership. this is not unique to ai. this is fundamentally part of humanity. we completely accept this from numerous people including those that we consider experts whether they have that expertise or not. the difference with ai is that you can question it without worrying about the implications of those questions. you can safely question and dig and find the answers to: is that confidence validated or not?
You make a valid point. Misplaced confidence is deeply human, and we see it in leadership and expertise every day.
Your observation about questioning AI safely is interesting too; there are no social stakes to pushing back, which is genuinely useful.
Where I would add a thought: that safety to question only helps if you know what to question in the first place. And that, I think, brings us back to the same conclusion. You still need enough financial knowledge to recognise when the confidence is warranted and when it isn’t.
absolutely i agree with you. this is exactly why i created this framework that i call the ai cognitive strategy matrix. how do you decide and know how to decide when to preserve your judgment, enhance your judgment, and offload your judgment? in this scenario with financial expertise it is important to recognize that depending on your level of expertise and knowledge, if you are offloading, that could be a danger zone. should you be preserving or enhancing? that is an individual-level decision and this crosses multiple domains.
Revenue growth only becomes meaningful when you understand the quality, cost, and repeatability behind it.
AI will not automatically know the business context or what truly drove those results. Someone still needs to document the assumptions, connect the numbers to real business activity, and interpret what changed.
AI amplifies the speed and output of an expert. It does not replace the need for expertise.
this type of confidence is also performed in organizational leadership. this is not unique to ai. this is fundamentally part of humanity. we completely accept this from numerous people including those that we consider experts whether they have that expertise or not. the difference with ai is that you can question it without worrying about the implications of those questions. you can safely question and dig and find the answers to: is that confidence validated or not?
You make a valid point. Misplaced confidence is deeply human, and we see it in leadership and expertise every day.
Your observation about questioning AI safely is interesting too; there are no social stakes to pushing back, which is genuinely useful.
Where I would add a thought: that safety to question only helps if you know what to question in the first place. And that, I think, brings us back to the same conclusion. You still need enough financial knowledge to recognise when the confidence is warranted and when it isn’t.
https://theautisticleader.ai/frameworks/ai-cognitive-strategy-matrix.html
absolutely i agree with you. this is exactly why i created this framework that i call the ai cognitive strategy matrix. how do you decide and know how to decide when to preserve your judgment, enhance your judgment, and offload your judgment? in this scenario with financial expertise it is important to recognize that depending on your level of expertise and knowledge, if you are offloading, that could be a danger zone. should you be preserving or enhancing? that is an individual-level decision and this crosses multiple domains.
Revenue growth only becomes meaningful when you understand the quality, cost, and repeatability behind it.
AI will not automatically know the business context or what truly drove those results. Someone still needs to document the assumptions, connect the numbers to real business activity, and interpret what changed.
AI amplifies the speed and output of an expert. It does not replace the need for expertise.
Yes, that’s right.