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How We Test Winter Burrow Data

Every number on this site comes from actual gameplay testing. Here's our complete methodology, test results, and data verification process.

287Hours Tested
156Test Runs
95%Confidence Level

Why Transparent Testing Matters

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The Problem

Many game guides copy data without testing, make educated guesses, or use values that look "about right." This leads to inaccurate strategies and wasted player time.

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Our Approach

We test everything through controlled experiments with sample sizes of 20+ trials. All raw data is available for download, and our methodology is fully documented.

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Continuous Verification

Community members independently replicate our tests. When game updates change mechanics, we retest and update within 48 hours.

Testing Environment

Game Version1.2.3
PlatformPC (Steam)
Testing PeriodNovember 14, 2025 - December 19, 2025
Total Gameplay287 hours
Test Runs156
New Game Starts47

Three-Phase Testing Process

Phase 1

Initial Data Collection

Weeks 1-2

Method: Natural gameplay with detailed logging

Tools Used:

  • In-game screenshots with HUD visible
  • Real-time screen recording (OBS Studio)
  • Manual stopwatch for timing verification
  • Spreadsheet logging every 5 minutes

Data Collected:

  • Warmth decay rates in different weather conditions
  • Stamina consumption per action type
  • Resource yield per gathering attempt
  • Tool durability actual vs claimed values
  • Crafting time measurements
Phase 2

Controlled Testing

Weeks 3-4

Method: Isolated variable testing with repeated trials

Process:

  1. Create identical starting conditions
  2. Change only ONE variable per test
  3. Record results in standardized format
  4. Calculate mean, median, standard deviation
  5. Discard top/bottom 10% outliers
  6. Report final average with variance
Sample Size:Minimum 20 trials per data point
Confidence:95%
Phase 3

Community Verification

Ongoing

Method: Independent replication by other players

Process:

  1. Share testing methodology publicly
  2. Collect independent test results
  3. Compare community data vs our data
  4. Update values if significant deviation found
  5. Document all corrections transparently

Example Test Cases

Here are detailed examples of how we test specific game mechanics:

Warmth Decay Rate (Clear Weather, No Gear)

Measure baseline warmth loss per minute

Setup Conditions

Weather:Clear
Time Of Day:12:00 PM
Character Gear:None (naked)
Location:Starting Meadow, flat terrain
Starting Warmth:20°C

Testing Procedure

  1. 1. Start new game, skip tutorial
  2. 2. Remove all default equipment
  3. 3. Stand still in marked location (100m from burrow)
  4. 4. Record warmth value every 30 seconds for 10 minutes
  5. 5. Screenshot every data point with in-game clock visible
  6. 6. Repeat test 30 times across 3 days

Results

Trials:30
Test Dates:[ "2025-11-20", "2025-11-21", "2025-11-22" ]
Mean Decay Rate:-1.97°C/min
Median Decay Rate:-2.01°C/min
Standard Deviation:±0.18°C
Min Observed:-2.24°C/min
Max Observed:-1.73°C/min
Reported Value:-2°C/min
Confidence Level:95%

📊 Data Availability

  • Raw Spreadsheet: Available for download
  • Video Recordings: 3 full tests uploaded
  • Screenshots: 90+ timestamped images

Tool Durability - Granite Axe

Verify claimed 1000 uses durability

Setup Conditions

Tool:Granite Axe (freshly crafted)
Target:Pine Trees in Starting Meadow
Weather:Clear (no weather debuffs)
Method:Chopped trees until tool broke

Testing Procedure

  1. 1. Craft new Granite Axe at 100% durability
  2. 2. Chop identical Pine Trees one by one
  3. 3. Count each tree chopped (manual tally + screenshot)
  4. 4. Record when durability bar segments deplete
  5. 5. Note exact tree count when tool breaks
  6. 6. Repeat test 5 times

Results

Trials:5
Test Dates:[ "2025-11-22", "2025-11-23" ]
Actual Uses:[ 987, 1003, 991, 978, 1012 ]
Mean Uses:994
Claimed Uses:1000
Variance:±1.4%
Reported Value:~1000 uses (994 average in testing)
Notes:Storm weather may reduce durability faster - not tested

Stamina Cost - Mining Actions

Measure stamina consumed per mining swing

Setup Conditions

Character State:Full stamina (100)
Food Buffs:None active
Tool:Various pickaxes tested separately
Target:Granite nodes

Testing Procedure

  1. 1. Eat food to reach exactly 100 stamina
  2. 2. Mine single node while recording stamina bar
  3. 3. Count swings until node depletes
  4. 4. Calculate stamina cost per swing
  5. 5. Test with 15 different nodes
  6. 6. Cross-reference with stamina bar visual segments

Results

Trials:15
Granite Mining:{"staminaPerSwing":8,"swingsPerNode":"18-22 (varies by node)","totalStaminaCost":"144-176 per node"}
Flint Mining:{"staminaPerSwing":5,"swingsPerNode":"12-15","totalStaminaCost":"60-75 per node"}

Food Efficiency - Stamina Recovery

Rank foods by stamina-per-inventory-slot

Setup Conditions

Character State:0 stamina (exhausted)
Test Method:Consume single food item, measure stamina gain

Testing Procedure

  1. 1. Exhaust stamina to 0 via sprinting
  2. 2. Consume test food item
  3. 3. Record stamina value immediately after
  4. 4. Calculate stamina gain
  5. 5. Test each food type 10 times
  6. 6. Average results

Results

Food Efficiency Rankings:[ { "rank": 1, "food": "Mushroom Stew", "staminaPerUnit": 45, "inventorySlots": 1, "efficiency": 45, "notes": "Best option for mining trips" }, { "rank": 2, "food": "Berry Pie", "staminaPerUnit": 35, "inventorySlots": 1, "efficiency": 35 }, { "rank": 3, "food": "Cooked Meat", "staminaPerUnit": 25, "inventorySlots": 1, "efficiency": 25 }, { "rank": 4, "food": "Roasted Mushrooms", "staminaPerUnit": 18, "inventorySlots": 1, "efficiency": 18 }, { "rank": 5, "food": "Raw Berries", "staminaPerUnit": 4, "inventorySlots": 1, "efficiency": 4, "notes": "Avoid for expeditions - very inefficient" } ]

Data Quality Tiers

We categorize all data based on testing rigor and verification status:

✅ Tested & Verified

Verified

73% of our data

Requirements:

  • Minimum 20 test samples
  • Standard deviation < 5%
  • At least 2 independent verifiers confirmed
  • Raw data available for download
🧪 Tested (Pending Verification)

Tested

18% of our data

Requirements:

  • Minimum 10 test samples
  • No independent verification yet
  • Testing methodology documented
👥 Community Data

Community Reported

7% of our data

Requirements:

  • Data from community submissions
  • Multiple independent reports (n≥5)
  • Not yet personally verified
📊 Estimated

Estimated

2% of our data

Requirements:

  • Calculated from related data points
  • Or based on single observation
  • Clearly marked as estimate

Data Corrections & Transparency

When we discover errors, we fix them immediately and document everything:

Correction History

2025-11-18Data Corrected

Flint Axe gathering speed

Original Value:2x faster than Stone Axe
Corrected Value:1.5x faster than Stone Axe
Reason:Initial testing didn't account for tree type variance. Retested with identical tree species.
Pages Updated:Tool Progression Roadmap, Best Gear Guide
2025-11-21Data Corrected

Blizzard warmth drain rate

Original Value:-5°C/min
Corrected Value:-4.5°C/min to -5.5°C/min (varies)
Reason:Community feedback showed variation based on wind direction (not initially measured)
Pages Updated:Weather Survival Guide, Warmth Calculator

Known Limitations

NPC gift preferences exact happiness values

Why we don't have exact data: No visible happiness stat in game UI - only dialogue changes

Current approach: Qualitative assessment based on dialogue responses

Reliability:

Rare resource respawn timers

Why we don't have exact data: Requires multi-day monitoring - testing in progress

Current approach: Community crowdsourced data (n=45 observations)

Reliability: Moderate - marked as 'community reported'

Help Verify Our Data

Found an error? Want to independently verify our tests? We welcome community involvement!

Report a Data Issue Share Your Test Results