The conversation goes like this every semester at almost every university in India. A faculty member asks why they’re paid what they’re paid. Someone pulls out an old document. A manager says “that’s what we’ve always paid.” Nobody has a clean answer. The meeting ends with vague reassurances and no resolution.
The UGC 7th Pay Commission gave universities detailed, public recommendations for faculty compensation: role-based, experience-based, clear scales with defined minimums. But almost nobody uses them for day-to-day decisions. They exist as a multi-hundred-page PDF that requires domain knowledge to interpret and has never been turned into a usable comparison tool.
This tool closes that gap.
The Real Problem With Faculty Compensation Decisions
Most universities make salary decisions based on precedent. What the last person in that role got paid. What the increment rate has historically been. What the budget allows. None of these are wrong inputs, but none of them answer the question a faculty member is actually asking: “Am I being paid fairly relative to an objective standard?”
This creates two problems. Faculty who are underpaid don’t know it clearly, so frustration gets directed at the institution generally rather than at a specific, correctable gap. And institutions that are paying at or above benchmark have no easy way to demonstrate that.
The UGC benchmark is the objective standard both sides need. It specifies pay scales by designation and by Academic Grade Pay level. It’s public, it’s authoritative, and it’s completely unused in most day-to-day decisions because nobody has translated it into a form that’s easy to work with.
How the Faculty Salary Comparison Dashboard Works
Enter your institution’s current salary data: what you pay each faculty member, their designation, their experience level, their grade pay. The dashboard immediately shows the UGC recommendation for that exact role and level. Then it shows the gap: above benchmark, aligned, or below?
Aggregated views give you the full picture. See salary distribution across your entire faculty. See where the biggest gaps are concentrated. Use the modeling features to see what UGC alignment would cost. Model scenarios: what if we brought all Assistant Professors to the UGC minimum? What if we paid a 10% premium across the board? Recharts handles the visualization so patterns are visible rather than buried in rows of numbers.
Why Institutional Transparency Matters More Than Getting Numbers Right
Universities earn trust from students, faculty, and regulators. Part of that trust is being honest about how decisions are made. Salary decisions are no exception.
When a faculty member asks why they’re paid what they’re paid and the honest answer is “that’s what we’ve always paid,” the institution has a credibility problem. Not because the pay is necessarily wrong, but because the decision-making process is opaque.
This tool shifts the conversation from defensiveness to clarity. The answer becomes: “We pay this amount because the UGC recommends this range for your designation and grade, and here is exactly where you sit within it.” That’s a defensible answer. It also surfaces real problems: if your institution is consistently paying below the UGC minimum across an entire department, that’s a retention risk that’s now visible and quantifiable rather than vague and deniable.
Using the Dashboard for Academic Budget Planning
The institutional planning use case is where this earns its value beyond individual salary conversations. When building the academic year budget, the questions executive directors and CFOs actually need answers to are: what does full UGC alignment cost? Which designations are furthest from benchmark? If we can only close half the gap, where does the money do the most good?
These are the actual decisions that get made in finance and HR meetings every year. The dashboard lets you answer them with data instead of estimates.
If you’re planning a batch of new hires, the Bulk Hiring Salary Calculator is the natural next step — it takes benchmark figures like the ones this dashboard produces and models total payroll impact across 40+ hires simultaneously.
Built from Real Administrative Problems at WPU GŌA
Working at the Executive Director’s Office means being close to these decisions regularly. The UGC recommendations exist. The will to use them often exists. The friction is in translation: turning a regulatory PDF into something usable in a budget meeting.
This tool removes that friction. It’s deployable on GitHub Pages, open source, and customizable for your institution’s specific grade pay structure. For the full picture of faculty financial operations — including how expense claims and reimbursements work after hiring — see the Faculty Finance Flow post.
Full source code: github.com/ameyaagrawal99/salary-dashboard
About the Author
Ameya Agrawal is an IIM Kozhikode Gold Medalist and Executive Director at MIT World Peace University (MIT-WPU), Pune, leading the launch of WPU GŌA — India’s first transdisciplinary residential university campus. Previously CEO of Mahatma Gandhi Seva Sangh (MGSS), his disability rehabilitation work earned two Presidential National Awards from the Government of India, impacting over 100,000 lives across Maharashtra.
Author of the bestselling self-help book “A Leap Within” (published at age 21, earning him a National Record), Ameya has been published in Forbes, Business Standard, and The Print. He founded the SkillSlate Foundation, which trained 25,000+ individuals across 100+ organizations during the pandemic. Admitted to Harvard University in 2021, he chose to stay in India to continue his social impact work.
Projects on GitHub | Connect on LinkedIn | Follow on Twitter @ameyaagrawal | Read more at blog.ameya.page
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