[Clinical AI]: MedQA Fine-Tuning on AMD ROCm, Bypassing CUDA
The MedQA project successfully fine-tunes a clinical AI model using AMD ROCm, showcasing an alternative to CUDA for AI development.

Nonprofit hospitals, ostensibly driven by mission over profit, are channeling billions into the coffers of management consultants with a distressing lack of demonstrable improvement in their financial health, operational efficiency, or, most critically, patient outcomes. This trend, detailed in recent research, paints a grim picture of resource allocation and raises profound questions about accountability within the healthcare sector. The opaque nature of consultant engagements, often shielded by layers of confidentiality agreements and vague deliverables, makes a rigorous assessment of their true value exceedingly difficult.
For years, the healthcare industry has been a fertile ground for consultancy firms, promising panaceas for complex challenges ranging from revenue cycle optimization to strategic realignment. However, emerging data suggests that these promises are often hollow, leaving behind a trail of depleted budgets and unfulfilled expectations. This is not a minor budgetary footnote; we’re talking about significant financial outlays that, by all accounts, are failing to translate into tangible benefits for the institutions or the communities they serve.
Recent analyses, drawing from a robust dataset that includes IRS Form 990 filings, Medicare cost reports, HCAHPS patient satisfaction surveys, and Medicare claims data, have attempted to quantify the impact of this consultancy surge. Machine learning algorithms have been employed to meticulously identify consultant contracts exceeding $100,000, a crucial threshold that offers a glimpse into the scale of these engagements. While specific vendor names are often masked by nondisclosure agreements, the sheer volume of spending is undeniable, with nonprofit hospitals collectively investing approximately $7.8 billion in management consulting services between 2009 and 2023.
The methodologies employed in these studies are technically sophisticated. They leverage APIs from entities like Charity Navigator for financial health and ratings, alongside hospital pricing APIs to access charge data, creating a comprehensive, if somewhat fragmented, view of hospital performance. Analytics platforms, such as Milliman’s MedInsight, are instrumental in crunching this data, enabling granular insights into key performance indicators like readmission rates, utilization patterns, and cost benchmarks. These tools can be configured with code snippets for flexible data access, allowing researchers to drill down into specific operational areas that consultants are ostensibly hired to improve.
Consider, for example, the technical challenge of attributing improvements in patient readmission rates. A hospital might hire consultants to streamline discharge processes. Researchers would then need to correlate consultant engagement dates with changes in readmission data, controlling for other confounding factors like new clinical protocols, shifts in patient demographics, or changes in payer policies. This requires sophisticated data linkage and statistical modeling, often using tools capable of complex time-series analysis.
However, despite this technical rigor, the findings are consistently disheartening: “no evidence of meaningful changes” in financial performance, operational efficiency, or quality-of-care outcomes directly attributable to these consultant engagements. This stark conclusion suggests that the massive expenditure is not driving the transformative change that healthcare organizations desperately need. Instead, it raises the specter of consultants acting as expensive “decision insurance” for executives, providing a veneer of due diligence without necessarily catalyzing genuine innovation or problem-solving.
The sentiment surrounding management consultants within the healthcare ecosystem, particularly on platforms like Hacker News and Reddit, is overwhelmingly one of skepticism, often bordering on derision. Anecdotal evidence and discussions frequently characterize consultants as purveyors of generic advice, facilitators of layoffs, or simply rubber-stampers of pre-determined executive decisions.
The core of this cynicism lies in the perceived disconnect between the immense fees paid to consultants and the actual impact on day-to-day operations or long-term strategic goals. Discussions often highlight the irony of hospital executives collecting substantial salaries while simultaneously justifying the expenditure of millions on external advisors. This perception is further amplified when consultants present findings that are either readily apparent to internal staff or repackaged versions of industry best practices that have been available for years. The argument often made is that hospitals possess the internal expertise and data – via systems like MedInsight – to perform their own analyses and develop their own strategies, rendering external consultants largely redundant.
While the research focuses on broad management consulting, it’s worth noting that significant spending also occurs in specialized areas like HR and IT consulting. The critique, however, transcends these silos, suggesting a systemic issue with the very premise of engaging external management consultants for core strategic and operational challenges. The question becomes: if internal teams are capable, and if external consultants aren’t demonstrably improving outcomes, what is the true purpose of this spending?
The acknowledged limitations of the research are important to consider. It’s possible that some changes induced by consultants are subtle and fall below the statistical threshold of detection in these broad studies. Similarly, consultants might influence unobserved performance dimensions, such as fostering a particular organizational culture or improving executive decision-making processes in ways that are not easily quantifiable. There’s also the possibility of selection bias: hospitals that are already struggling financially or operationally are more likely to seek external help, meaning consultants are often brought in during periods of crisis, where even modest improvements might be overshadowed by underlying systemic issues. Furthermore, some benefits might take years to materialize, extending beyond the typical study period.
However, even with these caveats, the consistent lack of evidence for meaningful change on core metrics is damning. It suggests that in many instances, consultant engagement is not about genuine problem-solving but rather about risk mitigation for leadership. Hiring a consultant can serve as a shield against criticism, a way to say, “We tried everything, even bringing in expensive outside experts.”
There are clear indicators that signal when engaging management consultants is likely to be an unproductive endeavor, essentially steering the hospital down a costly detour:
The current trajectory suggests that for many nonprofit hospitals, the billions spent on consultants represent not an investment in improvement, but a symptom of deeper systemic issues. The lack of accountability, the reliance on external validation, and the potential for consultants to serve as a buffer for executive decisions are all critical concerns. The true cost of this trend is not just the immediate financial outlay, but the opportunity cost of not investing those resources in genuine, evidence-based improvements that directly benefit patient care and community well-being. The time for a serious re-evaluation of this costly relationship is long overdue.