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Seasonal Product Analysis
Shows how the skill handles highly seasonal products with 2300% demand variation. Calculates season-specific reorder points, identifies urgent pre-season ordering needs, and provides a full annual ordering calendar.
Input
What you provide to the skill
Snow shovel SKU with 52 weeks historical data showing winter peak (48 units/week) vs summer low (2 units/week). Current inventory 85 units, 21-day lead time, 98% service level needed for critical winter season
Output
What the skill generates for you
SEASONAL REORDER POINT ANALYSIS: Snow Shovel
SEASONAL PRODUCT DETECTED
Season-specific reorder points calculated
SEASONAL DEMAND PATTERNS:
Winter (Dec-Feb): 48 units/week (6.9/day), peak season
Spring (Mar-May): 10 units/week (1.4/day), declining
Summer (Jun-Aug): 2 units/week (0.3/day), minimal
Fall (Sep-Nov): 8 units/week (1.1/day), ramping up
Seasonal Variation: 2300% (winter vs summer)
============================================================
SEASON-SPECIFIC REORDER POINTS:
Lead Time: 21 days | Service Level: 98% (Z=2.05)
WINTER: ROP = 154 units
- Lead Time Demand: 144 units
- Safety Stock: 10 units
- Avg Daily: 6.9/day, Std Dev: 1.03
SPRING: ROP = 34 units
- Lead Time Demand: 30 units
- Safety Stock: 4 units
- Avg Daily: 1.4/day, Std Dev: 0.36
SUMMER: ROP = 7 units
- Lead Time Demand: 6 units
- Safety Stock: 1 units
- Avg Daily: 0.3/day, Std Dev: 0.09
FALL: ROP = 27 units
- Lead Time Demand: 24 units
- Safety Stock: 3 units
- Avg Daily: 1.1/day, Std Dev: 0.29
============================================================
CURRENT INVENTORY ASSESSMENT:
Current Date: November 15 (Fall -> Winter transition)
Current Inventory: 85 units
Fall ROP: 27 units -> OK for current season
WINTER PREPARATION - URGENT:
Winter starts: December 1 (16 days)
Winter ROP: 154 units
Shortfall: 69 units below winter ROP
Days of supply at winter rate: 12.4 days
CRITICAL SITUATION:
- At winter demand rate (6.9 units/day), current stock
will last only 12.4 days - Lead time is 21 days
- Will stockout 8.6 days BEFORE replenishment arrives
PRE-SEASON ORDER REQUIRED:
Order 275 units IMMEDIATELY
- This covers shortfall (69 units) plus 30-day winter buffer
- Order by November 18 latest
- Expected delivery: December 9
============================================================
REORDER POINT CALCULATION DETAILS (Winter Season):
Step 1: Lead Time Demand
6.9 units/day x 21 days = 144 units
Step 2: Safety Stock
SS = Z x sigma x sqrt(LT)
SS = 2.05 x 1.03 x sqrt(21)
SS = 2.05 x 1.03 x 4.58
SS = 10 units
Step 3: Reorder Point
ROP = Lead Time Demand + Safety Stock
ROP = 144 + 10
ROP = 154 units
============================================================
SEASONAL ORDERING CALENDAR:
-
Pre-Winter (Late Nov): 200-250 units
- Order by: November 18
- Purpose: Build up to winter ROP before season starts
-
Mid-Winter (Late Jan): 150-200 units
- Order when inventory drops to 157 units
- Purpose: Maintain winter ROP through season
-
Spring Transition (Early Mar): 50-75 units
- Order when inventory drops to 35 units
- Purpose: Cover declining spring demand
-
Fall Preparation (Early Sep): 75-100 units
- Order when inventory drops to 28 units
- Purpose: Prepare for fall ramp-up
Annual Summary:
- 4-5 orders per year
- Total annual volume: ~475-625 units
- Avg order: 120-125 units
============================================================
SERVICE LEVEL COMPARISON (Winter Season):
90% (Z=1.28): Safety Stock 7, ROP 151, 10% stockout risk
95% (Z=1.65): Safety Stock 8, ROP 152, 5% stockout risk
98% (Z=2.05): Safety Stock 10, ROP 154, 2% stockout risk <- SELECTED
99% (Z=2.33): Safety Stock 11, ROP 155, 1% stockout risk
RATIONALE FOR 98% SERVICE LEVEL:
- Winter is critical season (48 units/week vs 2 summer)
- Stockouts during peak season = major revenue loss
- Customer satisfaction critical during high-demand period
- Additional 12 safety stock units (98% vs 95%) = minimal cost vs stockout risk
============================================================
SUMMARY & ACTION ITEMS:
IMMEDIATE ACTION REQUIRED:
[ ] Order 275 units by November 18
[ ] Request expedited shipping if possible (reduce 21-day lead time)
[ ] Set inventory alert at 157 units for winter season
SEASONAL STRATEGY:
- Winter ROP: 157 units (critical)
- Spring ROP: 35 units
- Summer ROP: 7 units
- Fall ROP: 28 units
CURRENT STATUS:
- Current inventory (85 units) is adequate for Fall season
- BUT critically below Winter ROP (154 units)
- Shortfall: 69 units
- Risk: HIGH - stockout before replenishment arrives
RECOMMENDATION:
Order 275 units immediately. This seasonal product requires
proactive pre-season ordering. Waiting until December 1st will
guarantee stockout during peak selling season.
About This Skill
Calculate optimal inventory reorder points and safety stock levels using statistical analysis of historical sales data.
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