A/B Testing
The biggest change I faced was the organization of the mitigation strategy options. I found that the users struggled with attention when there were so many options and icons present on the screen. To reduce overall cognitive load, I decided that we would instead use a button that contained options within a pop-up if they chose to include those options. There was an overall decrease in difficulty and time, especially with external users who had little knowledge of using the tool.
Having the "Add", "Remove", and "Clear Selection" buttons before allowing the user to select sections on the map not only clutter the screen but also consequentially increased the number of clicks a user would have to make if they wanted to add or change APNs. I also realized through the journey mapping that users would need more freedom when selecting spaces on the map. Based on feedback from Geospatial Engineers, I decided to use a familiar format from the mapping software, Esri.
Final Prototype
For the purposes of this client's requirement and budget, I was required to create a design based on key findings. This process took 7 iterations to complete.
Key Learnings
Through this process, I learned that client requirements are often a subjet to change. It took a lot of patience and creativity to achieve a product that could be delivered to developers for further production. As the scope for this project is limited, there were a few requirements and features which we could not incorporate into our design but could be considered should this scope or the tool itself expand in the future:
1. Saving/storing calculations: Save calculation inputs and outputs to allow for users to re-run or readjust calculations at a later time.
2. Comparison feature for multiple VMT site calculations: Allow for users to easily compare VMT calculation outputs with different base parameters or mitigation options.
3. More in-depth site-selection capabilities: Provide users with features that would help them identify optimal sites for VMT mitigation.
4. VMT forecasting: Provide users with forecasts predicting VMT mitigation over time.
5. VMT input suggestions: Highlight the most effective mitigation options or land use program inputs based on selected sites or vice versa.
6. VMT Retrospectives: Allow for users to go back and leave notes on how effective certain mitigation strategies were and if actual VMT reduction matched the calculated result from the tool.
7. Calculation Exports: Provide users with additional export options for both data, inputs, and calculation results aside from PDF and CSV based on what tools are used by external consultants or other key city departments.
8. Storing, managing, and displaying relevant documents: Allow for users to store, manage, and access relevant documents, such as those for site selection, directly within the tool.