Apply geographic location factors to CWICR estimates. Adjust costs for regional labor rates, material prices, and market conditions.
SkillScore100Maintained
Automatic
◆Real Estate & Property pack
Last verified 8/28/2026
What it changes
Passed 23 of 23 test cases with the skill, and 4 of 23 without it.
Without skill17%
With skill100%
Checks it passed that the model alone missed
Calculates labor adjustment as $450,000.
Reports Doha (QA-DOH) total factor as 1.08.
Reports Riyadh (SA-RIY) labor factor as 0.80.
and 29 more in the full report
19 fixed4 passed either way0 still failing0 broke
Pass-rate lift
+83 pp
Tokens
+170%
Agent turns
0%
Response time
-21%
Model gemini-3.6-flashMeasured 8/28/2026v223 of 23 cases passed with skill
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 19 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 19
Prompt
We are reviewing market data for Saudi Arabia. What are the specific labor, material, equipment, and total location factors for Riyadh (SA-RIY) in the reference dataset, and what currency is used?
What was checked, without and with the skill
Checked
Without skill
With skill
Reports Riyadh (SA-RIY) labor factor as 0.80.
Missed
Passed
Reports Riyadh (SA-RIY) material factor as 1.20.
Missed
Passed
case-06 · gemini-3.6-flash · 8/28/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md377 linessingle file
CWICR Location Factor
Business Case
Problem Statement
Construction costs vary by location:
Labor rates differ by region
Material prices vary geographically
Market conditions affect costs
Remote locations have premiums
Solution
Apply location-based cost factors to CWICR estimates, adjusting for regional differences in labor, materials, and overall market conditions.
Business Value
Regional accuracy - Location-specific estimates
Market awareness - Current conditions
Comparison support - Normalize across locations
Planning - Multi-location projects
Technical Implementation
import pandas as pd
from typing import Dict, Any, List, Optional
from dataclasses import dataclass
from enum import Enum
class CostComponent(Enum):
"""Cost components for factors."""
LABOR = "labor"
MATERIAL = "material"
EQUIPMENT = "equipment"
TOTAL = "total"
@dataclass
class LocationFactor:
"""Location adjustment factor."""