Defining and designing enterprise standards for complex user interface controls

4–6 minutes
·

Challenge

Enterprise data tables weren’t technically broken but they were quietly failing users on small screens. Common solutions like horizontal scrolling, pinch-to-zoom, and reduced text size preserved data density at the cost of comprehension, comparison, and usability.

This case study documents how I reframed tables as adaptive systems rather than static components. By combining cognitive research, accessibility standards, and responsive interaction logic, I developed an enterprise-ready framework for presenting complex tabular data across devices that balanced information density with clarity and user control.

0-1
B2B / B2C
Responsive Web
Reduced inbound call volume related to B2B billing inquiries through improved UX and self-service optimization
Increased customer satisfaction (primarily B2B)
Project profile

My role

Lead Interaction Designer

Duration

~3 mos

Team Composition

Owned the work end-to-end, with daily alignment with the client’s principal stakeholder and bi-weekly cross-functional reviews across design systems, accessibility, and engineering.

Role and responsibilities

Lead Interaction Designer
  • Led discovery to understand usability and comprehension challenges in complex, data-dense tables
  • Evaluated and challenged existing tabular interaction patterns through research and competitive analysis
  • Defined future-state interaction models grounded in accessibility standards and cognitive principles
  • Produced design artifacts, interaction logic, and annotations to guide downstream engineering implementation
  • Partnered cross-functionally to ensure proposed solutions aligned with overlapping component architectures (e.g., Filters)

What this work demonstrates

  • Systems thinking: Designing table behavior across breakpoints, contexts, and user intent—not just visual states
  • Progressive disclosure: Reducing cognitive load by revealing complexity only when needed
  • Responsive logic: Adapting content structure, not merely resizing layouts
  • Evidence-driven design: Translating accessibility standards and cognitive research into concrete interaction rules
  • Enterprise standardization: Creating repeatable patterns that scale across B2B and B2C platforms

Approach

As the lead, I engaged in bi-weekly critical feedback loops with two design directors. My initial research involved direct interviews with two internal B2B customer support agents and several members of the B2B Accounts Receivables team.

Design principles

Best practice research
Before rushing into future state design iterations, I wanted to freshen up on my knowledge of tables from the perspectives of component architecture and cognitive science. I used the W3C and the A11y Project as sources of truth regarding component architecture and (primarily) Edward Tufte for the cognitive and content design research.

Challenging the status quo

Horizontal scrolling, pinching and zooming to view table data was not desired
Traditional approaches to mobile tables prioritize technical completeness over human comprehension. While horizontal scrolling and zoom technically expose all data, they undermine comparison, memory, and legibility—especially in enterprise contexts where users must interpret data quickly and accurately.
Rather than forcing users to adapt to the table, this work adapts the table to the user.
Horizontal scrolling
Hoizontal scrolling meant swiping back and forth to compare data columns
Zoomed in (swiping)
Pinching to zoom in had the same poor result as swiping back and forth for a horizontal scrolling table.
Zoomed out (too small)
Trying to fit more data columns into the viewing frame meant sacrificing legibility (small text).

Future-state: Table classification logic

This classification system allows teams to determine table behavior early in design and development—before visual decisions are made. Tables are classified not by visual style, but by content density and interaction cost.
Simple tables
Fit entirely within the smallest supported viewport and require no additional user interaction.
Complex tables
Exceed the cognitive or spatial limits of small viewports and require selective disclosure to remain legible.
Summary tables
Prioritize comparison of key numeric values and intentionally constrain column count to preserve clarity.

Future-state: Table functionality

Dynamic column visibility
Complex, information-dense tables can benefit from column surfacing at predetermined breakpoints.
Accordion-style toggling of hidden columns
Table columns could be programmatically hidden based on viewport width invoking an accordion-style list view. Icons allowed users to expand and collapse one or more rows at a time.
Fully responsive solution
Complex data tables can now be elegantly presented on any device with an intuitive interface that uses progressive disclosure to empower the user and clean up visual dissonance.
New interactive paradigms based on progressive disclosure
Simple
All column data fits comfortably on the smallest viewport.
Complex
When too many columns exist to fit comfortably on the smallest viewport. Columns can be surfaced at different breakpoints programmatically. Hidden columns display as lists when row toggled open.
Summary / Ledger
Line item and summary columns often containing quantity, dollar amount or numerical data presented in a accounting ledger style format.

Outcomes

The organization adopted my visual and interactive recommendations as enterprise design standards. This work reframed tables from static UI components into adaptive systems—capable of scaling across devices, user needs, and enterprise use cases. By aligning cognitive principles with responsive interaction design, the resulting standard enables complex data to remain legible, comparable, and usable without compromising completeness.
  • Adopted as an enterprise design standard across B2B and B2C platforms
  • Eliminated reliance on horizontal scrolling and pinch-to-zoom for complex tables
  • Improved self-service usability for billing and account-related workflows
  • Reduced inbound support volume related to data interpretation issues
  • Provided design and engineering teams with a repeatable, scalable framework for future table implementations
AT&T

“Arif has taken your design recommendations and leveraged them to create an amazing solution for our business partners and they are all overjoyed. We understand that it is a draft and you will be doing some testing, but it has been a great springboard for us and wanted to let you know how much we appreciate you saving the day!”

— AT&T
Portfolio archives

Case studies

The challenge

Financial tables had become overbearing and complicated to be of any help. Customers (B2B) were increasingly resorting to calling the support desk for assistance. The at-a-glance value that tables typically provide had been broken due to the complexity of data they contained–especially when those data tables were viewed on smaller devices.

Interactive paradigms to avoid
Horizontal scrolling
Hoizontal scrolling meant swiping back and forth to compare data columns
Zoomed in (swiping)
Pinching to zoom in had the same poor result as swiping back and forth for a horizontal scrolling table.
Zoomed out (too small)
Trying to fit more data columns into the viewing frame meant sacrificing legibility (small text).