Rajiv Verma, a Toronto-based quantitative research lead, joined us to discuss why
challenging consensus matters, how failure and critical review shape institutional
finance, and why risk professionals should never get too comfortable. He shares
daily routines, lessons learned from project setbacks, and practical advice for the
next wave of risk specialists.
What does your daily work entail as a quantitative research lead in
institutional finance?
My job is to lead a team that reviews the quantitative side of our asset
management process. Most days involve picking apart models, testing results,
and—most importantly—challenging the story that everyone’s comfortable with. I
spend as much time asking hard questions as I do reviewing code. We push each
other to justify every step and never settle for easy agreement, because comfort
is usually where mistakes creep in.
Why do you focus so much on challenging consensus and encouraging critical
review?
The biggest misconception is that consensus equals safety. In reality, when
everyone agrees too quickly, the most obvious risks are ignored. I make a point
of assigning a 'devil’s advocate' for every major review. Our best
outcomes come from dissecting every angle, not chasing harmony.
Can you share an example of a project where consensus led to missed risks, and
what you learned?
A few years ago, we launched a project that failed because no one wanted to
challenge the initial assumptions. We built on a faulty foundation and missed
clear warning signs. That experience taught me to value dissent—someone pushing
back early can save everyone from bigger problems later.
What advice would you give to professionals entering advanced risk or
quantitative roles?
For anyone new to risk roles, don’t be afraid to speak up, even if your view is
unpopular. The field needs people willing to ask awkward questions and look for
gaps others miss. Over time, your credibility comes from honesty, not always
being right.
What’s the most important myth to challenge about quantitative research or
institutional risk work?
The biggest myth is that risk work is just about complex analysis. In truth,
it’s about the discipline to challenge your own thinking and that of your team.
The greatest danger is letting comfort or consensus dull your skepticism.
Discover more about the skills you need and the career outlook for this role,
including challenging groupthink, handling failure, and building credibility as a
risk professional.
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