PROJECT DONE AT OLX AUTOS
JUNE 2020 - MAY 2021
Illustrations imagined by MidJourney using LAION-5B dataset
TLDR;
In the exciting quest of transitioning from OLX Classifieds to OLX Autos, we encountered a formidable challenge – persuading users to get their cars inspected. We wanted to help sellers on OLX close car transactions effortlessly, securing the best prices and doing away with the hassle of haggling with multiple buyers online. However, the path to success was anything but smooth. In our case, it was the pricing iceberg that hit our sell journey, where we understood that one price doesn’t fit all. Our two-year-long adventure was rife with failures and learnings in the unwavering pursuit of designing the perfect car sale journey.
TLDR;
In the exciting quest of transitioning from OLX Classifieds to OLX Autos, we encountered a formidable challenge – persuading users to get their cars inspected. We wanted to help sellers on OLX close car transactions effortlessly, securing the best prices and doing away with the hassle of haggling with multiple buyers online. However, the path to success was anything but smooth. In our case, it was the pricing iceberg that hit our sell journey, where we understood that one price doesn’t fit all. Our two-year-long adventure was rife with failures and learnings in the unwavering pursuit of designing the perfect car sale journey.
HIGHLIGHTS
HIGHLIGHTS
INTRODUCTION
Let me warn you that this is not a traditional case study with a happy ending celebrating impact metrics (You can find them here). This is a case study about learnings from our failures over two years. What started out with a simple A/B test ballooned into multiple flows where different teams were trying to solve the same problems in their own ways, nothing seemed to be working and there were sub-branches after sub-branches of design iterations, people came and went, seasons changed, there was, in a metaphorical sense – sweat, blood, and tears involved in this project. As they say, the road to hell is paved with good intentions, it all started with a well-intentioned strategy.
The Strategy
Chapter 1: A Simple A/B Test - The calm before the storm
To tackle the challenge at hand, we initiated a simple A/B test.
Two variants emerged as contenders in this epic battle.
Variant A: Hard Sell
We pushed OLX Autos to the sellers right at the beginning of their sell journey, giving them the opportunity to sell their cars instantly, and hassle-free.
Entry Points
Sell Instantly landing page
Quote Page
Confirmation Screen
Entry Points
Post Booking Nudges
Variant B: Soft Sell
We introduced OLX Autos to the sellers later in their sell journey, after their ad has been live on OLX Classified for a specific duration, without any success.
Entry Points
Sell Instantly landing page
Valuation Flow
Quote Page
Entry Points
Post Booking Nudges
The Sell Flow
The MVP version was launched with some features cut-down due to feasibility issues such as post-booking nudges. With the launch of Sell flow, OLX Autos listings were trending significantly higher vs. the Rest of India. Regular classifieds listings in the test market declined sharply as per expectations,
Entry Point
Sell Instantly Landing
Valuation Flow
Quote Screen
Booking Flow
Confirmation Screen
Chapter 2: My Experiments with Value Propositions
In our quest for perfection, we embarked on a series of experiments,
each aimed at enhancing the value proposition for our sellers. We identified two points in the journey where the maximum drop-offs were occurring – Valuation Flow and Sell Instantly Landing Screen.
The weight of OLX Autos blue in "sell instant" was perceived as an ad for OLX Autos. We deftly avoided a hard sell approach, ensuring that users perceived it as a helpful suggestion. The result? A resounding success! Inspection appointment bookings surged, leaving us in awe of the power of subtle design updates.
Our learnings from avoiding the hard sell approach helped us push another daring experiment with our stakeholders which involved removing the value proposition page altogether. We sought to reduce the cognitive load on sellers by simplifying their decision-making process. By landing users on the car attributes screen and allowing them to proceed directly to the quote page where they can decide whether they want to sell to OLX Autos based on the quote they get, we witnessed a remarkable 20% increase in inspection appointment bookings. The power of simplicity and clarity prevailed!
We encountered a challenge where users believed they could obtain better value by selling through traditional listings or opting for competitors. To address this, we formulated a hypothesis centered around providing a direct comparison between C2C and C2B2C, adopting a customer-centric approach, and introducing value-based comparisons. Through rigorous testing, we implemented two variants: a comparison sheet in the second fold and a comparison table as a bottom sheet. These user-centric solutions empower informed decision-making and delve beyond mere price comparisons. Variant B performed the best in terms of Q2P conversion. It is ~100% higher than the other two variants where the comparison was more upfront strengthening our resolve in soft selling.
Chapter 3:
Through the Foliage of Insights:
The Expedition of Uncovering Conversion Dampeners
Our research team, armed with their wisdom and keen insight,
helped us uncover the critical conversion dampeners obstructing our path to success.
The adventure continues
We relied on the machine learning models to improve over time but eventually understood that one price doesn’t fit all. We had to track competitor pricing, strategize prices along each stage of the pricing journey and adapt our pricing strategy as per geographical and market factors. At OLX Autos, I also had the chance to design the solution for our pricing problem, an automated data driven pricing dashboard to help the local pricing teams get better at knowing what, how many and what price to buy or sell the car at.
Armed with the knowledge gained from our missteps, we remained committed to enhancing the user experience on OLX Autos. Through experimentation, iteration, and a touch of audacity, the team eventually worked on the sell journey, improving it one step at a time to guide sellers seamlessly through their sell journey, unlocking a world of possibilities and revolutionising the way cars are bought and sold.
Epilogue: Unveiling the Path to Victory
Armed with newfound knowledge and fueled by determination, we proposed additional experiments to pave the way for an optimized user journey. Building on our learnings, we proposed further experiments and solutions to address the pricing challenges: