        1. Roles & Responsibilities: 2/10
        2. Years of Experience: 0/10
        3. Education Qualification: 4/10
        4. Skills/Knowledge: 4/10
        5. Domain/Industry: 2/10
        6. Key Competencies: 2/10
        7. Certifications: 2/10
        
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<h5 style="font-family:Roboto; font-size:0.88rem; font-weight:bold;">Overall Summary</h5>
<ol style="font-family:Roboto; font-size:0.88rem; line-height:1.5;">
    <li>The candidate's experience primarily revolves around open-source software development, process mining, and AI/voice chatbot platforms, which are not directly aligned with the job's core responsibilities of designing, developing, and maintaining data pipelines, performing data cleaning, and creating data visualizations. There is minimal evidence of tasks like data transformation, validation, or collaboration with cross-functional teams for data engineering solutions.</li>
    <li>While the resume indicates 12.5 years of experience, the job requires 0 to 1 year of relevant experience in data engineering. This overqualification and lack of specific data engineering experience result in a poor fit for the role.</li>
    <li>The candidate holds an MCA degree, which is somewhat relevant to the required qualification of a BE or equivalent in Computer Science, IT, or related disciplines. However, the degree is not an exact match, leading to a moderate score.</li>
    <li>Skills such as Python and MySQL are mentioned, but the proficiency in specific sub-skills like Pandas, Matplotlib/Seaborn, and MySQL Workbench is not evident. There is no mention of Power BI or Excel skills, which are critical for the role. The overall skill alignment is limited.</li>
    <li>The candidate's domain knowledge is centered on open-source software, AI, and process mining, which diverges from the data engineering and IT domain required for the role. There is minimal evidence of familiarity with data engineering practices or tools.</li>
    <li>Key competencies such as problem-solving, communication skills, and attention to detail are not explicitly demonstrated in the resume. While the candidate has technical expertise, there is no clear evidence of collaboration with cross-functional teams or documentation skills relevant to the job.</li>
    <li>The Celonis certification is mentioned, but it is not directly relevant to the required certifications or skills in Python, MySQL, Power BI, or Excel. There is no evidence of certifications in these areas, resulting in a low score.</li>
</ol>
```