Code Quality Evaluation: Complexity, Modularity, Readability

₹600-1500 INR

Closed

Posted 11 months ago

₹600-1500 INR

Paid on delivery

To evaluate the quality of the code submissions, we consider three key aspects: code complexity, modularity, and eadability. For each of these aspects, we employ automated tools, external evaluators, and the LLM-based Bot-Grader to assess the submissions. First, the external evaluators, who are highly qualified in the relevant subject, will independently grade the assignments based on the three quality aspects: code complexity, modularity, and readability. Simultaneously, we will use Python libraries (automated tools) to calculate the scores for each of these aspects, providing an objective measure of code quality. Additionally, the LLM-based Bot-Grader has already assigned scores based on the same criteria for the students' submissions. To assess the relative effectiveness of the Bot-Grader and the automated tools, we will calculate the agreement score pairwise for each of the three quality aspects between the Bot-Grader, the automated tool-generated scores, and the external evaluators. For code complexity, the method (either the Bot-Grader or the automated tools) that demonstrates the highest agreement with the external evaluators will be identified as the most reliable for grading this aspect. Similarly, for modularity, we will determine which method has the highest agreement with the external evaluators, and the same approach will be followed for readability.

Python

C++ Programming

C Programming

Project ID: 39696618

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7 proposals

Remote project

Active 9 mos ago

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7 freelancers are bidding on average ₹1,107 INR for this job

@nassimbaggar

Hey, As a data science engineer, a competitive programmer and a Python developer with more than 5 years of experience, this task seems straightforward for me and I can complete it within an hour. Please reach out to discuss further. Sincerely, BAGGAR Nassim

₹1,500 INR in 1 day

5.0

(7 reviews)

3.7

@ashishofficial

Hi there, I see you’re looking for someone to evaluate code quality and measure complexity — a task that requires both technical expertise and attention to detail. With strong experience in Python, static code analysis, complexity metrics (Cyclomatic, Halstead), and code review automation, I can help deliver clear, actionable insights on your codebase. ✨ What I Can Provide: Code quality checks (readability, maintainability, modularity) Complexity analysis with proper metrics Automated tools (Pylint, Radon, SonarQube, custom scripts) Recommendations for refactoring & optimization Detailed reports with suggestions to improve performance ? My goal is to make your codebase cleaner, more maintainable, and efficient in the long run. ? Quick question: Do you want the results as a detailed report with recommendations or as an automated tool/script you can run anytime? Best Regards, Ashish Sharma

₹1,050 INR in 7 days

5.0

(1 review)

2.3

@JaundreLieb

I am available immediately you only pay if you are happy. I understand the importance of assessing code submissions for code complexity, modularity, and readability. Our expertise in code evaluation ensures a thorough assessment using automated tools, external evaluators, and the LLM-based Bot-Grader. While I am new to freelancer, I have tons of experience and have done other projects off site. If you are not happy or if there are open items you do not pay. I would love to chat more about your project! Regards, Jaundre Liebenberg

₹600 INR in 14 days

0.0

(0 reviews)

0.0

@himanshur069

I have a strong blend of technical, analytical, and AI expertise that directly fits the needs of this project. My Master’s in Data Analytics & Engineering from Northeastern University, along with hands-on experience in Python, data processing, and evaluation metrics, equips me to design and implement robust code quality assessment pipelines. I am skilled at integrating automated analysis tools with statistical agreement measures (e.g., Cohen’s kappa, correlation), ensuring evaluations are both objective and scientifically sound. Additionally, my background in machine learning and GenAI tools means I can critically analyze the LLM-based Bot-Grader’s outputs, benchmark them against expert evaluations, and identify improvement opportunities. My ability to communicate technical results clearly—backed by my professional experience in Wipro’s data-driven decision-making—ensures that stakeholders will get actionable, well-documented insights.

₹1,500 INR in 1 day

0.0

(0 reviews)

0.0

@smeena428

I am a Senior Software Engineer with 8 years of industry experience in C programming, embedded systems, and performance optimization. I offer customized training from beginner to advanced levels, focusing on clear concepts, hands-on coding, and real-world applications. Topics include pointers, memory management, data structures, file handling, and debugging. My sessions include practical examples, coding challenges, and personalized guidance to ensure strong programming foundations. With experience mentoring freshers in corporate environments, I emphasize professional coding standards and problem-solving skills. Whether for students, professionals, or teams, my goal is to make you confident and proficient in C programming for industry use.

₹1,000 INR in 6 days

0.0

(0 reviews)

0.0

@nahlas8

Hello, I have strong expertise in C, C++, and Python, and I can help evaluate code quality effectively across complexity, modularity, and readability. I understand your requirement to compare automated tools, external evaluators, and LLM-based scores, and I can contribute with both technical accuracy and clear analysis. I am also ready to work at 70% free of charge to build long-term collaboration and prove my capability. Looking forward to working with you.

₹1,050 INR in 7 days