1. Roles & Responsibilities: 2/10  
2. Years of Experience: 0/10  
3. Education Qualification: 2/10  
4. Skills/Knowledge: 4/10  
5. Domain/Industry: 4/10  
6. Key Competencies: 4/10  
7. Certifications: 2/10  

```html
<h5><b>Overall Summary</b></h5>
<ol style="font-family: Roboto; font-size: 0.88rem;">
<li><b>Roles & Responsibilities:</b> The candidate has extensive experience in software development but at a senior level. The job requires an entry-level candidate (0-1 year) with a focus on Python, data analysis, and machine learning, whereas the resume highlights experience in open-source development, AI, and chatbot platforms. The responsibilities do not align well with the job requirements.</li>
<li><b>Years of Experience:</b> The candidate has 12.5 years of experience, which far exceeds the required 0-1 year, making them overqualified for the role.</li>
<li><b>Education Qualification:</b> The candidate holds an MCA and a B.Sc., whereas the job requires a BE in Computer Science, IT, or a related field. While MCA is somewhat relevant, it does not fully match the specified qualification.</li>
<li><b>Skills/Knowledge:</b> The candidate has proficiency in Python, SQL, Flask, and machine learning, which are relevant to the job. However, the resume does not emphasize data cleaning, preprocessing, EDA, or Scikit-learn, which are key requirements. Additionally, HTML-related skills are missing.</li>
<li><b>Domain/Industry:</b> The candidate has experience in IT and software development, which aligns with the job requirement. However, their expertise is more in AI, NLP, and process mining rather than entry-level data science or software development.</li>
<li><b>Key Competencies:</b> The candidate demonstrates strong problem-solving, analytical thinking, and debugging skills. However, their experience is at a managerial level, which may not align with the hands-on coding and learning expectations of an entry-level role.</li>
<li><b>Certifications:</b> The candidate has a Celonis certification, which is not directly relevant to the required Python, SQL, or machine learning certifications.</li>
</ol>
```