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More importantly, I learned that strong design decisions need to be backed by measurable outcomes. Using tools like Azure Analytics and Pendo, I was able to track user behavior, validate improvements, and connect design changes to real impact.","absoluteBoundingBox":{"x":5513.0,"y":5987.5,"width":864.0,"height":110.0},"isolatedAbsoluteRenderBounds":{"x":5513.14013671875,"y":5993.2099609375,"width":816.02978515625,"height":101.85986328125},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,41.0]],"size":{"x":864.0,"y":110.0},"fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":0.017728365957737,"g":0.017728365957737,"b":0.017728365957737,"a":1.0},"visible":true,"opacity":1.0}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[],"characters":"This experience fundamentally changed how I approach design. Designing for consistency and predictability is not just about aesthetics. It directly impacts how users think, behave, and trust a system. 

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At this stage, the temptation was to fix visible issues quickly. But surface-level improvements would only mask deeper problems. I chose to focus on understanding user behavior and validating the patterns identified in the audit. Over a span of a few weeks, I combined product analytics with user interviews across HRs, managers, and employees. This helped uncover where users dropped off, how they navigated workflows, and why they relied on support. In parallel, I did some secondary research to understand more about the competition and similar products in the market, their patterns, pros and cons. 

Grounded the design system in established frameworks like Brad Frost’s Atomic Design, and studied mature systems such as Material Design 3, Salesforce Lightning Design System, and Uber Base Web to understand how large scale products structure components, tokens, and interaction patterns. Additionally, explored frontend frameworks like Bootstrap and Tailwind CSS to align design decisions with development constraints and improve implementation feasibility.","absoluteBoundingBox":{"x":5513.0,"y":2011.5,"width":864.0,"height":308.0},"isolatedAbsoluteRenderBounds":{"x":5513.27978515625,"y":2017.2099609375,"width":847.85888671875,"height":299.860107421875},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,41.0]],"size":{"x":864.0,"y":308.0},"fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":0.017728365957737,"g":0.017728365957737,"b":0.017728365957737,"a":1.0},"visible":true,"opacity":1.0}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[],"characters":"I conducted a structured UX audit across the product. I evaluated workflows, interaction patterns, and system consistency to understand what was actually breaking down.

At this stage, the temptation was to fix visible issues quickly. But surface-level improvements would only mask deeper problems. I chose to focus on understanding user behavior and validating the patterns identified in the audit.\n\nOver a span of a few weeks, I combined product analytics with user interviews across HRs, managers, and employees. This helped uncover where users dropped off, how they navigated workflows, and why they relied on support. In parallel, I did some secondary research to understand more about the competition and similar products in the market, their patterns, pros and cons. 

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I evaluated workflows, interaction patterns, and system consistency to understand what was actually breaking down.

At this stage, the temptation was to fix visible issues quickly. But surface-level improvements would only mask deeper problems. I chose to focus on understanding user behavior and validating the patterns identified in the audit. Over a span of a few weeks, I combined product analytics with user interviews across HRs, managers, and employees. This helped uncover where users dropped off, how they navigated workflows, and why they relied on support. In parallel, I did some secondary research to understand more about the competition and similar products in the market, their heuristic, patterns, pros and cons. 

Grounded the design system in established frameworks like Brad Frost’s Atomic Design, and studied mature systems such as Material Design 3, Salesforce Lightning Design System, and Uber Base Web to understand how large scale products structure components, tokens, and interaction patterns. Additionally, explored frontend frameworks like Bootstrap and Tailwind CSS to align design decisions with development constraints and improve implementation feasibility.","absoluteBoundingBox":{"x":3305.0,"y":2011.5,"width":864.0,"height":308.0},"isolatedAbsoluteRenderBounds":{"x":3305.28002929688,"y":2017.2099609375,"width":847.858642578125,"height":299.860107421875},"relativeTransform":[[1.0,0.0,0.0],[0.0,1.0,41.0]],"size":{"x":864.0,"y":308.0},"fills":[{"blendMode":"NORMAL","type":"SOLID","color":{"r":0.017728365957737,"g":0.017728365957737,"b":0.017728365957737,"a":1.0},"visible":true,"opacity":1.0}],"strokeAlign":"OUTSIDE","layoutAlign":"STRETCH","strokes":[],"accessibleHTMLTag":"AUTO","isDecorativeImage":false,"ariaAttributes":{},"interactions":[],"characterStyleOverrides":[0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],"characters":"I conducted an agile UX audit across the product. I evaluated workflows, interaction patterns, and system consistency to understand what was actually breaking down.

At this stage, the temptation was to fix visible issues quickly. But surface-level improvements would only mask deeper problems. I chose to focus on understanding user behavior and validating the patterns identified in the audit.\n\nOver a span of a few weeks, I combined product analytics with user interviews across HRs, managers, and employees. This helped uncover where users dropped off, how they navigated workflows, and why they relied on support. In parallel, I did some secondary research to understand more about the competition and similar products in the market, their heuristic, patterns, pros and cons. 

Grounded the design system in established frameworks like Brad Frost’s Atomic Design, and studied mature systems such as Material Design 3, Salesforce Lightning Design System, and Uber Base Web to understand how large scale products structure components, tokens, and interaction patterns. 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