I work in people analytics. I pulled the data on my own company. I have to share this.
I am posting from a burner. I am posting because what I found is too aligned with what people on this sub have been saying.
I have access to our internal HR data systems. I pulled six years of data on remote vs office productivity using our own metrics. I am defining productivity as the metrics our company already uses to make decisions about people: project completion rates, peer review scores, customer satisfaction outcomes for client-facing roles, internal NPS for cross-functional partners.
The findings. Across every metric, remote workers in our company outperformed in-office workers by 4 to 11 percent depending on the function. Marketing was the widest gap. Engineering was the narrowest. Sales was a tie. Customer success was 7 percent in favor of remote. The data is consistent year over year, controlling for tenure and seniority.
These findings are not new internally. The people analytics team has been presenting versions of this data to leadership for three years. The presentations have been recieved politely. None of them changed any decisions.
The mandate that just got announced was framed as "supporting performance through in-person collaboration." Our internal data says the opposite. I have read the briefing documents that went to the executive team. Our own data was in the appendix. The recommendation in the appendix was hybrid-three-days with flexibility for high-performing remote workers. The decision was four days mandatory.
I am not posting our specific numbers. I am posting the shape of what I have seen because I think it is happening at most companies. The data exists. The data has been reviewed. The decision is being made on other grounds and the data does not change it.
This is what I have been carrying for two months and have not been able to say out loud. I am saying it now because I think other people in people analytics roles need to know they are not alone in seeing this. If you are in a similar function and have seen similar things, please reach out. I have been quietly checking the door and I would like to know what comes next.
I am going to delete this account in a few weeks. Not because of fear exactly. Because of caution.