The first contest of the 2025–2026 USACO season has concluded, and it’s time to start preparing for Contest 2. What topics were tested in this round? How difficult was it? This article provides a comprehensive breakdown.
The full set of problems, video explanations, and reference solutions is now available. Hanlin Computer Science instructors Mr. Wei and Mr. Luo delivered immediate post-contest analysis, covering Bronze, Silver, and Gold divisions in depth. Let’s take a closer look at the key insights from this contest.

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USACO Contest 1 Analysis
Bronze Division
Score Cutoff Trends (Bronze)
| Season | December | January | February | March |
|---|---|---|---|---|
| 2024–2025 | 700 | 700 | 700 | 700 |
| 2023–2024 | 700 | 750 | 750 | 650 |
| 2022–2023 | 750 | 750 | 750 | 750 |
| 2021–2022 | 700 | 750 | 700 | 700 |
The official cutoff for Contest 1 has not yet been announced. Based on past trends and this round’s difficulty, the expected cutoff is around 700–750.
Difficulty Overview
The difficulty level of this Bronze round was similar to previous contests. Achieving a perfect score was somewhat challenging, especially for Problem 2. However, partial solutions could still secure enough points to reach the promotion cutoff.
Key Topics and Problem Insights
Problem 1: Ad Hoc (Math Reasoning)
This problem requires analyzing different cases based on relationships between variables. One common pitfall is recognizing that B can be redundant up to a certain point without triggering additional operations. Careful case analysis is essential.
Problem 2: Greedy
This was considered the most difficult problem in the Bronze set. Many students were misled by sample patterns. While simple grouping strategies can earn partial points, achieving full marks requires recognizing that two operations are sufficient under certain conditions by restructuring the string.
Problem 3: Complete Search
A relatively straightforward problem. Instead of recomputing everything, only local changes need to be considered. By enumerating squares that include the current position and updating incrementally, the solution becomes efficient.
Bronze Summary
The Bronze division featured a balanced distribution of topics, with an emphasis on logical reasoning. Simulation was not tested in this round and may appear in upcoming contests.
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Silver Division
Score Cutoff Trends (Silver)
| Season | December | January | February | March |
|---|---|---|---|---|
| 2024–2025 | 700 | 700 | 700 | 750 |
| 2023–2024 | 750 | 750 | 750 | 650 |
| 2022–2023 | 750 | 700 | 700 | 750 |
| 2021–2022 | 700 | 750 | 650 | 800 |
The expected cutoff is around 700–750.
Difficulty Overview
This round was challenging for achieving full scores. Students needed both strong logical reasoning and solid algorithmic skills to reach the promotion level.
Key Topics and Problem Insights
Problem 1: Ad Hoc + Simulation
By listing out steps carefully, patterns become visible. Instead of simulating every step, time and position differences can be used to reduce complexity to O(log T). Reverse thinking is also required for certain queries.
Problem 2: Graph + Coordinate Compression + Difference + Prefix Sum
A complex problem combining multiple techniques. Initial test cases suggest a chain structure, reducing to interval overlap problems. Full solutions must consider cycles, including odd and even cycle behavior. Implementation involves adapting classic templates such as graph coloring, coordinate compression, and prefix sums.
Problem 3: Greedy
This is a constructive greedy problem. The sequence can be divided into k independent chains. Each chain is analyzed separately, and a global constraint must still be satisfied. XOR-like operations simplify implementation.
Silver Summary
Silver problems combined reasoning and algorithmic techniques. Students should learn to analyze simple cases first and extend to complex scenarios. Key algorithms like binary search and trees may appear in future contests.
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Gold Division
Score Cutoff Trends (Gold)
| Season | December | January | February | March |
|---|---|---|---|---|
| 2024–2025 | 700 | 700 | 700 | 850 |
| 2023–2024 | 800 | 800 | 800 | 700 |
| 2022–2023 | 700 | 750 | 750 | 750 |
| 2021–2022 | 700 | 650 | 750 | 800 |
The expected cutoff is around 800–850.
Difficulty Overview
This Gold round was relatively easier compared to previous years, but achieving full marks remained difficult. Problem 2 was the most challenging, although partial solutions with O(N²) complexity could still secure enough points for promotion.
Key Topics and Problem Insights
Problem 1: Disjoint Set Union (DSU)
A standard DSU problem with slight modifications. The structure tracks counts of different categories within each set and supports resetting parent nodes when necessary.
Problem 2: Greedy + BIT (Binary Indexed Tree)
The key idea lies in understanding weighted sums. Smaller values should be merged earlier to minimize impact. Instead of direct simulation, reverse thinking allows efficient computation using a Binary Indexed Tree to track swaps and updates.
Problem 3: BIT / Segment Tree + Dynamic Programming
A classic data structure problem. By inserting elements in reverse and counting valid combinations, dynamic programming is used to compute the final result efficiently.
Gold Summary
Gold problems were relatively straightforward in terms of identifying algorithms, except for Problem 2, which required deeper reasoning. The combination of greedy strategies and advanced data structures remains a key focus.
Final Thoughts
The first contest of the 2026 USACO season highlights the importance of both logical reasoning and algorithmic fundamentals.
Students preparing for upcoming contests should focus on:
- Strengthening problem analysis skills
- Mastering core data structures such as BIT and segment trees
- Practicing greedy strategies and optimization techniques
- Learning to derive patterns from test cases
The next USACO contest is scheduled for January 30 to February 2, 2026. Be sure to prepare in advance and make the most of available resources.
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