Advisory for institutions
Every institutional ambition eventually becomes a number.
Rankings, accreditation, student outcomes, intake quality, financial contribution. The work is knowing which of those numbers you can actually move, by how much, with what, and in what order.
Where I am useful
Rankings, at component level
Most ranking conversations happen in aggregate. The institution went up or down, and the discussion is about perception. That is not where the decisions are.
Every major ranking is a weighted composite of components with different sensitivities, different data sources and very different costs to move. Some respond to decisions you can take this year. Some are structural and will not move for a decade. Some are survey-based and depend on response rates you are not managing. Knowing which is which is the difference between a ranking strategy and a ranking hope.
I took a school into the FT Masters in Management global top 100 and kept it there five years running, from 2022 to 2026, one of only four Indian business schools to achieve this. I understand NIRF the same way, parameter by parameter.
Accreditation readiness
I have been on both sides of an accreditation review: leading a school through AACSB accreditation, and sitting on peer review teams and the initial accreditation committee judging whether other schools' evidence holds.
That second experience is the useful one. Most schools that struggle are not weak institutions. They have simply built evidence that does not answer the question being asked. Assurance of learning is where this shows up most often, because a school can run a genuine process for years and still not be able to demonstrate closing the loop.
Student outcomes, from admissions to placement
Student outcomes begin with who you admit and end with where they go. Intake quality and placement outcomes are the two numbers that feed almost everything else: rankings, fee realisation, reputation and alumni strength. Both are funnels, and funnels are diagnosable.
Where does yield actually leak? Which applicant segments convert and at what acquisition cost? What does the waitlist really do? Is the placement number a function of the cohort, the corporate relationships, or the process? I professionalised both functions across three campuses and moved them into a shared-services model, so this is operating experience rather than theory.
AI in academic operations
Where AI genuinely belongs, as against where it merely looks modern. Which proposals on your desk depend on data you do not yet have in usable form. What has to change around the technology for it to produce a result.
This is covered at length on the AI page.
Curriculum and programme portfolio
Which programmes to build, which to retire, and what a curriculum transformation actually requires once faculty, accreditation constraints and market demand are all in the room at once. I have led one recently, which is a different thing from having opinions about one.
Who this is for
Promoters of private universities and business schools, particularly those building something new or trying to move an institution into a different tier. Boards and governing councils. Vice-Chancellors and Directors who want a reading from someone who has held the same job.
A note on what I will not do
I do not help institutions game a ranking. Beyond being the wrong thing to do, it does not work for long. The composites change, and the components that are easiest to manipulate are the ones that get reweighted or dropped.
What does work is identifying which real improvements happen to also be well measured, and sequencing them. That is a slower answer and a more durable one.