Insights Hub

Conversations on the power of qualitative data

Blogs

Qualitative Methods and Ripple Effects

The author reflects on how qualitative methods surface forms of impact that conventional evaluations overlook. Through firsthand accounts from disaster reporting platforms in Indonesia and the Philippines, she explores how changes in confidence, agency, and collective action unfold over time. It invites readers to rethink what we measure, why it matters, and how different questions can fundamentally change what we understand as impact.

Bianca Shah

What “Other” Is Hiding in Your Survey Data

“Other” sometimes ends up as the largest category in surveys, and often the least examined. In this article, Akshay reflects on what gets hidden inside that option, why edge cases are worth paying attention to, and how they can lead to more responsive programs.

Akshay Roongta

Accounting for Reality in Impact Measurement

Inspired by a book on how historians explain cause and effect, Akshay reflects on the limits of using a reductionist approach for impact measurement. He explores the need for an ecological way of understanding programs, one that brings together numbers, lived experience, and context as they evolve over time.

Akshay Roongta

Qualitative Methods and Ripple Effects

The author reflects on how qualitative methods surface forms of impact that conventional evaluations overlook. Through firsthand accounts from disaster reporting platforms in Indonesia and the Philippines, she explores how changes in confidence, agency, and collective action unfold over time. It invites readers to rethink what we measure, why it matters, and how different questions can fundamentally change what we understand as impact.

Bianca Shah

What Hans Rosling Taught Me About Numbers on Dashboards

We often place a lot of trust in the biggest number on a dashboard. In this piece, Akshay reflects on why standalone metrics can sometimes feel reassuring but often fall short when it comes to real decision-making, and why comparison and context matter more than we think.

Akshay Roongta

What “Other” Is Hiding in Your Survey Data

“Other” sometimes ends up as the largest category in surveys, and often the least examined. In this article, Akshay reflects on what gets hidden inside that option, why edge cases are worth paying attention to, and how they can lead to more responsive programs.

Akshay Roongta

Case Study

Scaling Collaborative Research with Dots

Scaling Collaborative Research with Dots

Read how Dots helped GivingTuesday Data Commons create UDARTA: EG, India’s first collaborative study on everyday giving, capturing insights from 300+ organizations.

Hosts

Yashna Jhamb

Co-founder Ooloi Labs

With a background in ethnographic research and systems thinking, Yashna Jhamb works at the intersection of design, data, and impact, helping teams make sense of complex realities through storytelling and structure. She is the co-founder of Dots, a SaaS platform built by Ooloi Labs that helps organizations collect, organize, and analyze qualitative data at scale.

Akshay Roongta

Co-founder Ooloi Labs

Akshay Roongta has over a decade of experience working across WASH, public health, financial inclusion, agriculture, and education. He brings a deep understanding of how complex, ground-level realities can inform better decisions and systems. He believes that the most valuable insights often lie in lived experience — and that good technology should help uncover and act on those insights without losing their nuance.