Analysis of RMA Performance for Cellular Recycle International Ltd — Q2 -2021

Sadik H.
3 min readAug 4, 2023

--

Photo by Markus Winkler on Unsplash

In this data analysis project, I aim to provide a comprehensive assessment of the Return Merchandise Authorization (RMA) performance of Cellular Recycle International Ltd during the second quarter (Q2) of 2021. By analyzing a well-structured dataset containing information about various Purchase Orders (POs), return rates, RMA approval duration, and returns credited status, this study offers valuable insights into the supplier’s RMA process. Through rigorous examination and clear explanations, this analysis identifies strengths, weaknesses, and potential areas for improvement in the RMA process for Q3.

1. Introduction:

The RMA process plays a crucial role in maintaining customer satisfaction and optimizing business efficiency. In this project, I will focus on Cellular Recycle International Ltd’s RMA performance during Q2 2021. The dataset utilized in this analysis provides a wealth of information, enabling me to assess key performance metrics and evaluate the supplier’s handling of returns.

2. Methodology:

To ensure data integrity, I sourced the data from reliable channels and performed meticulous data cleaning and preprocessing. By utilizing various analytical techniques, I conducted an in-depth analysis of the dataset. The key performance metrics considered for evaluation are return rates, RMA approval duration, and the status of returns credited.

Data Set
Data Set

3. Data Analysis:

This section presents a comprehensive examination of the RMA performance for each PO during Q2 2021. Through statistical analysis and visualizations, I reveal trends and patterns in Cellular Recycle International Ltd’s performance. Analyzing return rates, RMA approval time, and returns credited status for each PO offers valuable insights into the supplier’s overall RMA efficiency.

4. Key Findings:

The analysis uncovers essential insights into Cellular Recycle International Ltd’s RMA performance during Q2 2021. Overall, the supplier demonstrates relatively well performance, with return rates below the ideal threshold of 10%. However, I identified a few significant issues, such as missing RMA approvals and delays in approval time, which require attention and improvement.

5. Analysis of Diagnostic Codes:

Examining the most common diagnostic issues for Q1 provides valuable insights into the root causes of returns. Detailed explanations of each diagnostic code, such as S2, WD?, FRAME, B1, and TT, allow us to understand their impact on the supplier’s RMA performance. I addressed the supplier’s lack of understanding of certain diagnostic codes, which may be contributing to incorrect diagnoses and subsequent returns.

6. Recommendations:

Based on the analytical findings, I propose concrete strategies to enhance Cellular Recycle International Ltd’s RMA performance in Q3. Recommendations include streamlining the RMA approval process, providing training on diagnostic codes, improving packaging processes, and conducting regular performance reviews with the supplier. Implementing these measures can significantly enhance customer satisfaction and operational efficiency.

7. Conclusion:

In conclusion, this analysis provides an in-depth understanding of Cellular Recycle International Ltd’s RMA performance during Q2 2021. The supplier demonstrates commendable performance, but there are areas for improvement. Addressing the identified issues and adopting the recommended strategies can elevate their RMA process to new heights of customer satisfaction and operational excellence.

--

--

Sadik H.
0 Followers

Data Analyst | Business Analyst | Passionate about translating data to insights