OPERATOR PROGRESSION & RESOURCE ALLOCATION
Technical analysis of Sanity investment, diminishing returns, and optimal power scaling
Last updated: 2026-04-16
Complete technical guide to operator progression in Arknights Endfield. Level 60 vs 90 analysis, skill mastery economics, weapon tuning optimization, essence etching math, and Sanity investment priorities. Avoid diminishing returns with data-driven resource allocation strategies.
* TL;DR - Key Points
- * Level 60 / Elite 3 is the Golden Milestone -- Mandatory for Gold (T4) gear. Costs ~470 Sanity vs ~2,000 Sanity for levels 80-90.
- * Skill Rank 9 is the Sweet Spot -- Rank 7 for efficiency, Rank 9 for functional power. Rank 12 costs rare Crowns for only 15-20% gain.
- * Weapon Level 80 is Optimal -- Provides base ATK foundation. Level 90 costs 1,500 additional Sanity for marginal returns.
- * Essence 4/4/2 is Practical Endgame -- Perfect 3/3 match with 4/4/2 etching provides 85-90% of max power at <40% cost.
- * Attributes > ATK% > Crit -- Damage formula is multiplicative. Primary Attribute is separate multiplier. Crit locked at +50% base.
- * Avoid Terminal Diminishing Returns -- Level 80-90 (14% gain), Skill 9-12 (20% gain), Etch 5-6 (2.7% success) are Sanity traps.
Contents
1. Hierarchical Framework of Operator Development
The foundational layer of operator viability is established through character experience and promotion. This system serves as the primary gatekeeper for all subsequent power systems.
| Phase | Levels | Sanity Cost | Milestone | Priority |
|---|---|---|---|---|
| Early | 1-20 | <100 | Basic Kit Access | Universal |
| Mid | 20-60 | ~470 | Gold Gear Eligibility | Core Team |
| Late | 60-80 | ~1,200 | Skill Rank 9 Cap | Primary DPS/Sub-DPS |
| Maximum | 80-90 | ~2,000 | Max Base Attributes | Hypercarries Only |
The Level 60 Threshold
The transition from Level 1 to 60 represents the most efficient Sanity investment in the game. At Elite 3 promotion, operators unlock:
- * Gold (T4) Gear Equipment -- Set bonuses provide massive multipliers
- * Advanced Skill Nodes -- Access to rank 7-9 skill upgrades
- * Weapon Tuning Tier 4 -- Maximum weapon level cap of 80
The Math: Taking a character to Level 60 requires approximately 470 Sanity. The final push from Level 80 to 90 consumes roughly 2,000 Sanity. This final decile accounts for nearly 60% of the total T-Credit and experience cost but yields a base attribute increase of only 14.3%.
When to Stop Leveling
Main DPS Operators: Level 80 is the practical endpoint. Level 90 is only justified for your primary hypercarry when all other resources are exhausted.
Support/Utility Operators: Can remain at Level 60 or 80 indefinitely without compromising team performance. Their value comes from skill effects and buffs, not base ATK scaling.
2. Skill Rank Optimization and Mastery Economics
Skills constitute the operational engine of combat in Endfield. Progression is bifurcated into standard leveling (Ranks 1-9) and Mastery advancement (Ranks 10-12).
Standard Leveling (Ranks 1-9)
Materials: Protoprisms and Protohedrons (farmable)
Benefits Beyond Damage:
- * Cooldown reduction
- * Extended buff durations
- * Improved SP return and Ultimate energy
- * Enhanced utility effects (AOE, crowd control)
Mastery Advancement (Ranks 10-12)
The Crown Bottleneck:
Mark of Perseverance ("Crowns") cannot be farmed conventionally. Strictly limited quantity.
Single Skill 11→12 Cost: 3 Crowns, 50 Protohedrons, 65,000 T-Credits, ~1,430 Sanity equivalent
Full Operator Mastery Cost (All 4 Skills)
12 Crowns
total
~11,440 Sanity
equivalent
58 days
natural energy regen
| Skill Category | Priority | Rationale | Recommended Rank |
|---|---|---|---|
| Battle Skill | Primary | Core utility, highest frequency | 9 (12 for DPS) |
| Ultimate | Secondary | Boss phases, burst damage | 9 (12 for DPS) |
| Combo Skill | Tertiary | Team synergy dependent | 7-9 |
| Basic Attack | Lowest | Weak scaling | 1-6 |
Pro Tip: Opportunity Cost Analysis
The Sanity cost of taking one skill to Rank 12 could instead be used to build an entirely new operator to Level 80 with Rank 9 skills. For supports and tanks, Mastery benefits are marginal as many utility skills cap at Rank 9 or 10.
3. Weapon Systems: Tuning, Potentials, Base Multipliers
The weapon system functions as a primary stat floor. Weapons must undergo "Tuning" to raise level caps and unlock internal stat slots.
Slot 1 - Flat Attributes
Stats: Strength, Agility, Intellect, Will
Scaling: Tuning level
Function: Contributes to Attribute Bonus multiplier
Slot 2 - Percentage Mods
Stats: ATK%, Elemental DMG%
Scaling: Tuning level
Function: Multiplies base ATK
Slot 3 - Unique Passive
Labels: "Detonate," "Assault," "Flow"
Critical: Max level tied to Potentials (duplicates), NOT Tuning
Weapon Leveling Efficiency
Level 80 → 90: ~1,500 Sanity. Provides meaningful base ATK boost, but lower priority than securing a good essence.
| Rarity | Base ATK | Potential | Optimal Stop |
|---|---|---|---|
| 6-Star (Signature) | Extremely High | Hard to duplicate | Level 90 (DPS) |
| 5-Star | High | Easier P5 | Level 80 |
| 4-Star | Moderate | Easily maxed | Level 60 |
4. Mathematical Modeling: Damage Formula and Attribute Scaling
Damage calculation is multiplicative across several distinct "buckets." Balancing different sources of damage is more effective than over-stacking a single stat.
Total Attack Calculation
Total Attack = ((Operator Base + Weapon Base) × (1 + ΣATK%)) × Attribute Bonus
Attribute Bonus = 1 + (0.005 × Primary Attribute) + (0.002 × Secondary Attribute)
Why Attributes Dominate
Attributes are a separate multiplier applied after ATK% calculations. At high ATK% levels, additional attribute points provide superior returns.
Example Scenario:
500 Base ATK, 100% ATK%, 200 Primary Attribute
Total = (500 × 2.0) × 2.0 = 2,000 ATK
Increase Primary to 250:
Total = (500 × 2.0) × 2.25 = 2,250 ATK (+250)
Increase ATK% to 120% instead:
Total = (500 × 2.2) × 2.0 = 2,200 ATK (+200)
Defense Mechanics
100 Defense = 50% damage reduction (capped by gear rarity)
Diminishing returns apply as defense increases.
Elemental Resistance
1% reduction per point, 90% maximum cap
Critical for specific boss encounters.
The Critical Damage Problem
Base Crit Damage: Locked at +50%. Almost no gear or buffs increase Crit Damage.
Verdict: Crit Rate is dead stat for most operators. Exception: Yvonne (innate crit-scaling passives).
5. The Essence System: Terminal Endgame Resource Sink
Essences represent the final layer of operator optimization and the primary source of RNG-based progression.
Farming Logic
Location: Severe Energy Alluvium zones (post-story progression)
Engraving Permits: Lock 2 main attributes + 1 skill/secondary stat
Perfect 3/3 Probability: 3-12% per run (even with optimal engraving)
Strategic Rule: Do not farm essences until core team reaches Level 80/Skill 9.
| Etching Level | Success Rate | Coolant Gel Cost |
|---|---|---|
| 1 → 2 | 60% | 30 |
| 2 → 3 | 24% | 60 |
| 3 → 4 | 10.9% | 120 |
| 4 → 5 | ~5% | 250 |
| 5 → 6 | 2.7% | 450 |
Coolant Gel Strategy
Mechanic: Failed etches grant 10 Gel. Stockpile guarantees success.
Pro Tip: Optimal Gel Usage
Use Gel at 3→4 or 4→5 levels, NOT 5→6. Analysis shows mid-tier jumps provide better overall account progress than chasing the final level.
Time Investment: Single maxed essence = 11-22 days dedicated Sanity expenditure.
6. Economic Logistics: Dijiang and Factory Infrastructure
The Sanity economy is supplemented by the Dijiang ship and associated factory modules.
Production Optimization
Fully Upgraded Dijiang: Non-sanity-gated XP records, T-Credits, and rare minerals. Reduces farming burden significantly.
Growth Chamber Strategy
Mineral Multiplication:
- * Wulingstone (Wuling City)
- * Igneosite (Field Logistics Depot)
- * Regional materials for endgame
Sanity Diversion Rule
If factory can produce it, do not spend Sanity on it.
Divert Sanity FROM:
- * Credit stages
- * XP stages
Divert Sanity TO:
- * Skill Up Protocol Spaces
- * Severe Energy Alluvium
7. Common Mistakes & How to Avoid Them
Avoid these resource allocation traps that waste Sanity and delay account progression.
1. Rushing to Level 90 Too Early
Mistake: Spending 2,000 Sanity on Level 80-90 before building roster breadth. Fix: Build 4 operators to Level 80 first. Level 90 only for primary hypercarry after.
2. Over-Investing in Skill Mastery
Mistake: Pushing multiple skills to Rank 12 early. Fix: Rank 9 for all core skills. Rank 12 only for signature skill of main DPS.
3. Essence Farming Without Permits
Mistake: Burning Sanity on raw RNG without Engraving Permits. Fix: Build factory for Convention Certificates. Buy permits first.
4. Chasing +6 Etching
Mistake: Using Coolant Gel on 5→6 etch (2.7% natural rate). Fix: Stop at +4 or +5. Gel is better spent guaranteeing 3→4 jumps.
5. Stacking ATK% Over Attributes
Mistake: Prioritizing ATK% essences over Primary Attribute matches. Fix: Match Primary Attribute first. ATK% is common; high Attributes are rare.
6. Ignoring Weapon Potentials
Mistake: Maxing Tuning while ignoring duplicate weapons for passive caps. Fix: For 6-star signatures, accept single copy. Offset with essence skill tags.
7. Building Crit Rate on Non-Crit Operators
Mistake: Rolling Crit Rate essences for operators without crit passives. Fix: Crit only for Yvonne. Raw ATK and Attributes for everyone else.
Quick Reference Checklist
Sanity Investment Summary
| Investment | Sanity Cost | Power Gain | Priority |
|---|---|---|---|
| Level 1-60 | ~470 | Massive (Gold Gear) | Critical |
| Level 60-80 | ~1,200 | Significant | High |
| Level 80-90 | ~2,000 | Marginal (14%) | Low |
| Skill 1-9 | ~800-1,200 | High | Critical |
| Skill 9-12 | ~2,000+ | Moderate (20%) | Luxury |
| Weapon 1-80 | ~800-1,000 | High | Critical |
| Weapon 80-90 | ~1,500 | Moderate | Low |
| Essence 3/3 | Variable | Very High | Medium |
| Etch 4-6 | 11-22 days | Marginal | Luxury |
Operator Type Stopping Points
| Type | Level | Skills | Weapon | Essence |
|---|---|---|---|---|
| Main DPS | 80-90 | 9/9/9/1 | 80-90 | 4/4/2 to 6/6/3 |
| Sub-DPS | 80 | 9/9/7/1 | 80 | 4/4/2 |
| Support | 60-80 | 9/7/1/1 | 60-80 | 3/3/2 |
| Tank | 60-80 | 9/7/1/1 | 60 | 3/3/1 |
Frequently Asked Questions
What level should I stop at in Arknights: Endfield?
Level 60 for supports/utilities, Level 80 for most DPS operators, and Level 90 only for your primary hypercarry. Level 60 unlocks Elite 3 and Gold gear. Level 80-90 costs 2,000 Sanity for only 14% gain.
Is Skill Mastery (Rank 12) worth it in Endfield?
Only for your main DPS signature skill. Rank 9 to 12 costs 3 Crowns and ~2,000 Sanity for 15-20% damage gain. Build 4 operators to Rank 9 first, then consider Mastery for one skill.
When should I start farming essences in Endfield?
Wait until Exploration Level 7 and your core team is Level 80/Skill 9. Before that, use Engraving Permits to lock stats. Perfect 3/3 match probability is only 3-12% per run even with permits.
What essence etching level should I aim for?
4/4/2 is the practical endpoint for most operators (85-90% of max power). Etch 5-6 has 2.7% success rate and costs 450 Coolant Gel. Use Gel to guarantee 3-4 jumps instead.
Should I level weapons to 90 in Endfield?
Only for 6-star signature weapons on your main DPS. Level 80-90 costs 1,500 Sanity. For 5-star and 4-star weapons, Level 80 is optimal. Focus on essence matching first.