← SoFi Interview Insights

SoFi·Software Engineer·Technical Phone Screen·Intermediate

Intermediate
May 2026

Summary

SoFi software engineer coding round with two parts: a bug-finding exercise followed by an implementation problem. Nothing too brutal, but I managed to trip myself up on something pretty basic.

Questions Asked (1)

Q1

Given a log of license plate events on an east-west highway (each plate can appear as entry, road, or exit), implement a function to count the total number of complete trips, where a trip is defined as a plate going through entry, then road, then exit.

Algorithms & Data StructuresRoot Cause Analysis
Author's notes

The logic itself isn't hard.

Create a free account to read the full note

AI HintsAI Generated

Suggested Approach

Clarify the event log format and trip definition, then propose a hash map keyed by license plate to track each plate's state (entry, road, exit). Iterate through events, updating state and incrementing a trip counter when a plate completes the entry→road→exit sequence, handling out-of-order or incomplete events gracefully.

Pro tip: Mention that you would validate the sequence and handle edge cases like duplicate entries or exits without prior entry, showing attention to data integrity. Also, discuss time/space complexity (O(n) time, O(p) space for p plates) to demonstrate efficiency awareness.

1. Clarify requirements and assumptions

Ask about the log format (e.g., timestamp, plate, event type), whether events are ordered, and if a plate can have multiple trips. Confirm that a complete trip requires exactly entry, then road, then exit in order.

2. Design data structure and algorithm

Use a hash map to store the current state of each plate (e.g., 0=no entry, 1=entered, 2=on road, 3=exited). Iterate through events, updating state and counting trips when a plate transitions from road to exit.

3. Handle edge cases and validation

Consider invalid sequences (e.g., exit without entry), duplicate events, and plates that never complete a trip. Decide whether to ignore or log such anomalies.

4. Analyze complexity and optimize

State that the solution runs in O(n) time and O(p) space, where n is number of events and p is number of unique plates. Discuss potential optimizations if needed.

5. Test with examples

Walk through a small example to verify correctness, including a complete trip and an incomplete one. Mention testing edge cases like empty log or single event.

Key Points to Mention

  • Use of hash map to track per-plate state efficiently
  • State machine approach: entry → road → exit
  • Handling out-of-order or incomplete events
  • Time and space complexity analysis
  • Edge cases: duplicate entries, exits without entry, multiple trips per plate
  • Clarifying questions about log format and trip definition

AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.