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KAKOBUY: Automating Seller Performance Scoring with the KAKOBUY Spreadsheet

2026-02-20

In the competitive world of e-commerce, partnering with reliable suppliers is crucial. Manually tracking vendor performance is time-consuming and prone to error. The KAKOBUY Spreadsheet

The Core Metrics: What to Measure

To build an effective scoring system, you must first identify and track the key performance indicators (KPIs) that impact your business most. The KAKOBUY framework focuses on three pillars:

  • Quality Control (QC) Failure Rate:
  • Refund Rate:
  • Shipping Reliability Score:

Building Your Automated Scoring Engine

The power of this system lies in creating a central spreadsheet that calculates a Weighted Total Score

Step 1: Data Input & Normalization

Create columns for raw data for each vendor: QC_Failures, Units_Inspected, Refunds_Issued, Total_Orders, Late_Shipments, etc. Then, create calculated columns to normalize data into rates or scores (e.g., =QC_Failures/Units_Inspected).

Step 2: Assigning Weights & Creating the Formula

Not all metrics are equally important. Decide on a weight for each category (e.g., QC: 50%, Refunds: 30%, Shipping: 20%). The total must equal 100%. The core weighted formula for each vendor row will look like this:

Total_Score = (QC_Weight * (1 - QC_Failure_Rate)) +
               (Refund_Weight * (1 - Refund_Rate)) +
               (Shipping_Weight * Shipping_Reliability_Score)

This formula inverts negative rates (so lower failure rates score higher) and combines them into a single, comparable number, typically scaled from 0-100.

Step 3: Implementation & Automation

Use spreadsheet functions to make this dynamic. For example:

  • Use VLOOKUPXLOOKUP
  • Apply Conditional Formatting
  • Create a RANK
  • Set up automated data imports or use Google Forms to feed new QC/data into the sheet.

Benefits of the KAKOBUY Automated System

Benefit Description
Objective Decision-Making Eliminates guesswork and bias from vendor evaluation.
Proactive Management Identify underperforming sellers before they significantly impact your business.
Negotiation Power Use concrete performance data in negotiations for better terms.
Efficiency Dramatically reduces the time spent on monthly or quarterly vendor reviews.

Conclusion

The KAKOBUY Spreadsheet

Start by defining your weights, structuring your data, and let the formulas do the ranking for you.