How We Stopped Users from Quitting Pivot Tables

How We Stopped Users from Quitting Pivot Tables

How We Stopped Users from Quitting Pivot Tables

How We Stopped Users from Quitting Pivot Tables

Kissflow’s pivot tables frustrated users with confusion and abandonment with 68% user dropoff. We simplified and guided the experience, helping users get insights with ease.

Overview

Team

Product Designer
Product Manager
Developer

Timeline

Feb - Mar 2023
Shipped

Cateogry

Web

Line of business

B2B SaaS

Project Overview

The Pivot Table Redesign was initiated after a drop in usage was identified through our data. Users found the existing Pivot Table difficult to navigate and felt it lacked essential features. Feedback indicated that the tool was no longer meeting their expectations, falling short of modern standards and missing basic functionalities typically expected in a pivot table.

Introduction

How it started?

When PM & I were looking at the analytics usage data we noticed an unusual trend, there was a 68% drop in completion rate of pivot table report creation, users were starting pivot table creation but abandoning it midway.
To understand better we watched recorded session in PostHog, we saw users started creating report, clicking around, hesitating, and eventually leaving without saving their reports. Many simply gave up and started to export data.

That's when we knew something was off and we need to address the issue. This project was crucial for enhancing user experience and increasing the completion rate.

Problems

Why Users Avoided Pivot Tables?

We started by digging into user complaints, support tickets, and session recordings. Then, we conducted user interviews, surveys, and competitor analysis to uncover why users avoided our pivot tables.

We uncovered three major issues that made pivot tables intimidating and hard to use:

Complex to Understand

Users weren’t sure where to start or what each option did. Even after creating a pivot table, it was complex to extract data.

Usability Challenges

Poor readability, weak hierarchy, and a rigid layout made data interpretation difficult, especially on smaller screens.

Functional Limitations

No sorting, filtering, resizing, heatmaps, drill-down, or basic customization, making it hard for users to interact with data effectively.

Problem

Challenges customers faced

Let's have a look at the challenges in the pivot table to understand what users went through when using pivot table.

Research & Finding

Understanding the Problem

To uncover the core problem of users quitting the pivot table report, we conducted user interviews, surveys, and competitor analysis. we aimed to gain a comprehensive understanding of the pain points and unmet needs of Kissflow’s users.

User Research Findings

We interviewed 10 users (4 analysts, 6 business users) and surveyed 50+ respondents.

Key Takeaways

  • Users struggled to complete reports → They abandoned the creation process midway due to confusion and a lack of clear guidance.

  • Unclear configuration process → Users didn’t understand what data to place where, causing hesitation and incomplete reports.

  • Hard to read reports → Even when reports were generated, the lack of hierarchy and structure made data interpretation challenging.

  • Mismatch with user expectations → Users wanted a pivot table experience similar to Excel or Power BI, but the UI felt unfamiliar and unintuitive.

  • Limited data exploration features → Users needed essential functionalities like sorting, filtering, and drill-downs to analyze data effectively.

Research & Finding

Competitor

To uncover the core problem of users quitting the pivot table report, we conducted user interviews, surveys, and competitor analysis. we aimed to gain a comprehensive understanding of the pain points and unmet needs of Kissflow’s users.

Features

Power BI

Zoho Analytics

Qlik Sense

Tableau

SAP Analytics

Domo

Layout Type

Compact & Table

Compact & Table

Compact & Table

Table-based

Table-based

Table-based

Sorting & Filtering

Drill-Through Insights

Customization

Conditional Formatting

Cell Resizing

Accessibility

Comprehensive

Basic support

Basic support

Comprehensive

Basic support

Basic support

Ideation

Design Exploration

To uncover the core problem of users quitting the pivot table report, we conducted user interviews, surveys, and competitor analysis. we aimed to gain a comprehensive understanding of the pain points and unmet needs of Kissflow’s users.

Usability & Feature Enhancements

Concept

  • Guided Assistance: Step-by-step setup for easy report configuration.

  • Smart Suggestions: Auto-recommend fields for rows, columns, and values.

  • Core Features: Added sorting, filtering, drill-down, conditional formatting, and customization.

  • Modernized UI: Enhanced visuals for a better pivot table experience.

Result

  • Users found the guided assistance and smart suggestions helpful.

  • However, they still struggled with the pivot table layout itself—it didn’t feel like a real pivot table to them.

"I understand the creation process better now, but the final pivot table doesn’t look good."

Usability & Feature Enhancements

Concept

  • Guided Assistance: Step-by-step setup for easy report configuration.

  • Smart Suggestions: Auto-recommend fields for rows, columns, and values.

  • Core Features: Added sorting, filtering, drill-down, conditional formatting, and customization.

  • Modernized UI: Enhanced visuals for a better pivot table experience.

Result

  • Users found the guided assistance and smart suggestions helpful.

  • However, they still struggled with the pivot table layout itself—it didn’t feel like a real pivot table to them.

"I understand the creation process better now, but the final pivot table doesn’t look good."

Usability & Feature Enhancements

Concept

  • Guided Assistance: Step-by-step setup for easy report configuration.

  • Smart Suggestions: Auto-recommend fields for rows, columns, and values.

  • Core Features: Added sorting, filtering, drill-down, conditional formatting, and customization.

  • Modernized UI: Enhanced visuals for a better pivot table experience.

Result

  • Users found the guided assistance and smart suggestions helpful.

  • However, they still struggled with the pivot table layout itself—it didn’t feel like a real pivot table to them.

"I understand the creation process better now, but the final pivot table doesn’t look good."

Usability & Feature Enhancements

Concept

  • Guided Assistance: Step-by-step setup for easy report configuration.

  • Smart Suggestions: Auto-recommend fields for rows, columns, and values.

  • Core Features: Added sorting, filtering, drill-down, conditional formatting, and customization.

  • Modernized UI: Enhanced visuals for a better pivot table experience.

Result

  • Users found the guided assistance and smart suggestions helpful.

  • However, they still struggled with the pivot table layout itself—it didn’t feel like a real pivot table to them.

"I understand the creation process better now, but the final pivot table doesn’t look good."

Design

The Final Design

We didn’t just build a pivot table, we built a tool that met industry standards while still being uniquely tailored to our users’ needs.

What did we solve

  • Guiding users with an interactive walkthrough

  • Helping users configure reports with smart field suggestions

  • Improving readability & usability with a redesigned pivot layout

  • Adding advanced controls for better data exploration

Guided, Intuitive Experience

Guided Walkthrough

Users struggled with creating pivot report, often abandoning reports midway. To solve this, we introduced a step-by-step guided tour that walks them through building their first pivot report.

Working GIF of the Guided Tour

GIF

Smart Suggest Field

One of the biggest struggles users faced was not knowing which data fields to add to Rows, Columns, or Values.
To fix this, we introduced Smart Suggestions—the system auto-recommends fields based on dataset patterns, making configuration seamless.

Working GIF of Suggested Fields

GIF

Cleaner, More Readable Interface

Redesigned Pivot Table

To make data exploration effortless, we focused on improving the table’s readability and usability.

Image of New Pivot Table in Light & Dark Mode

Comparison of previous and improved pivot

Comparison of Previous vs. Improved Pivot Table

Added Controls for Users

Pivot Table Interactions

Users wanted control over how they interact with data. We added new features that allow them to explore and manipulate reports effortlessly.

Video Showing All New Controls & Interactions

Video

Impact

Let's talk impact

This project started with a drop-off problem—users abandoned pivot table creation midway due to confusion, a lack of guidance, and poor usability. But now

  • Users can complete the pivot creation process without hesitation.

  • More users are building pivot reports inside Kissflow instead of exporting to Excel or Power BI.

  • The average time to build a pivot dropped from 5+ minutes to under 3 minutes.

68% drop-off reduced

35% increase in adoption

Faster report creation

Looking Ahead

Looking Ahead: What’s Next

Seamless Data Connectivity

Kissflow aims to unify reporting across multiple applications, allowing users to pull, merge, and analyze data from workflows, projects, and datasets—all within a single pivot table.

AI-Powered Insights

Users will soon be able to ask natural language questions, and AI will auto-generate pivot reports, highlight trends, and suggest insights without manual setup.

Thank you 🤩

Research & Finding

Competitor

To uncover the core problem of users quitting the pivot table report, we conducted user interviews, surveys, and competitor analysis. we aimed to gain a comprehensive understanding of the pain points and unmet needs of Kissflow’s users.

Features

Power BI

Zoho Analytics

Qlik Sense

Tableau

SAP Analytics

Domo

Layout Type

Compact & Table

Compact & Table

Compact & Table

Table-based

Table-based

Table-based

Sorting & Filtering

Drill-Through Insights

Customization

Conditional Formatting

Cell Resizing

Accessibility

Comprehensive

Basic support

Basic support

Comprehensive

Basic support

Basic support