Python for data analysis github jobs
I need a skilled data analyst and visualization expert to create an interactive dashboard to track and analyze my online sales data. The dashboard should connect to a variety of data sources, primarily my sales database. Key Responsibilities: - Use complex parameters to drill down in the worksheet and customize using filters and slicers. - Create connections, join new tables, and perform calculations to manipulate data and enable user-driven parameters for visualizations. - Use different types of customized visualizations (bar chart, pie chart, donut chart, clustered bar chart, scatter chart, line chart, area chart, map, slicer, etc.) The primary purpose of this dashboard is to track sales performance. Therefore, it is crucial to include and highlight t...
...develop a scalable MVP, ensuring seamless API integration, data aggregation, and an intuitive front-end experience. Responsibilities: Develop a working prototype , a social media aggregator application . Implement API integrations using official APIs (YouTube, Twitter, Reddit, Instagram, Facebook) for data retrieval and display. Utilize oEmbed & IFrame APIs for embedding social media content while ensuring engagement and views are credited to respective platforms. Develop a WebView-based approach for platforms that restrict API usage (Instagram, Facebook). Implement smart redirection for interactions (likes, comments, shares) to respective platforms. Develop a responsive, mobile-friendly UI/UX. Implement OAuth authentication for...
Build a POS Interface for Selling Services. Objective: To evaluate your coding skills, product development acumen, and ability to design solutions in a real-world context. Design and develop a Point of Sale (POS) interface for selling services. Your task is to build a responsive, functional, and intuitive frontend that allows users to: 1. Select Services: Choose from a list of available services (e.g., fitness classes, therapy sessions, or workshops). 2. Add to Cart: Add services to a cart and view/edit cart details. 3. Customer Management: Optionally add customer details (e.g., name, email, phone) during the checkout process. 4. Payments: Simulate a checkout and payment flow (mocking is acceptable; real payment integrations are not required). 5. Receipt Genera...
? Job Advertisement: Developer Needed for Automated HTM to CSV Converter ( Data) ? ? Project Overview: I am looking for a skilled software developer to create an automated system that converts large HTM files (100MB+) into multiple CSV files (each under 8MB). This software will be installed locally on my laptop and should efficiently process backtest results for analysis. ? Key Requirements: ✅ Automated HTM to CSV Conversion – Extract structured data (trades, timestamps, profit/loss, balance, etc.). ✅ File Splitting Logic – Ensure each CSV file remains under 8MB while preserving data integrity. ✅ Standardized CSV Format – Make sure the output files are structured for easy merging and analysis. ✅ User-Friendly ...
I'm seeking a professional with extensive experience in the Compxm simulation, specifically in strategy formulation and financial statement analysis. Key Responsibilities: - Assisting in the formulation of effective strategies within the Compxm simulation. - Providing in-depth analysis of the Income Statement to guide financial decisions. Ideal Skills: - Proficiency in strategy formulation within the Compxm simulation. - Strong background in financial management, particularly in the analysis of financial statements. - Excellent understanding and interpretation of the Income Statement. - Experience in MBA level Compxm simulations. Your expertise will be crucial in helping me navigate this challenging simulation and ultimately achieve a successful outcome.
My primary goal with my Facebook and Instagram ads is to boost website conversions. I’m looking for an expert who can help me lower my Cost Per Acquisition (CPA) to $30-$50. Key Responsibilities: - Test and scale target audiences such as Moms, campers, and athletes. - Create and optimize high-converting ad creatives, both videos and images. - Set up and improve retargeting ads. - Increase my website conversion rate to above 2.5%. - Provide clear performance reports and data analysis. - Optimize ad copy to improve click-through rate (CTR) and engagement. - Implement A/B testing to determine the most effective ad variations. The ideal candidate for this project should have strong experience in Facebook and Instagram advertising, with a proven track record...
...platform powered by AI. The project will use Vercel or a similar service for deployment, potentially starting from an existing template, and will involve customization to meet modular requirements. Key Features: AI Integration: Connection to an external DeepSeek AI API for dynamic and adaptive functionality. User Management: Dashboards for different user roles. Tracking user activity and progress over time. Subscription Management: Monthly subscription model with the ability to cancel at any time. Integration with Stripe or equivalent services. Technical Stack: Frontend: React/Next.js. Backend: Node.js or Python-based API. Database: PostgreSQL or MongoDB for data storage. Hosting: Vercel or similar platform for seamless deployment a...
I'm looking for a freelancer with a solid legal background, particularly in Intellectual Property (IP) Law, to assist with my research paper. The focus is on the ownership of inventions in employee contracts. The paper should be approximately 2000 words long, excluding the case study. Key requirements: - Thorough analysis of key legal principles and landmark cases related to the IP clause in employment agreements. - Well-structured and academically rigorous writing based on credible legal sources. - Use of the IRAC (Issue, Rule, Application, Conclusion) method for case analysis. - Proper citation in OSCOLA format. The paper should primarily reference international laws, but also incorporate relevant case studies from various jurisdictions. I'm open t...
I'm looking for a data analyst who can analyze the sales data of a superstore at a city/town level and create a dashboard to visualize the findings. Key Tasks: - Analyze sales data with a focus on regional sales at the city/town level - Create a comprehensive dashboard to present findings - Perform data cleaning to ensure accuracy and consistency of sales data. Ideal Skills: - Proficiency in data analysis - Experience in creating dashboards - Knowledge of sales data analysis - Ability to analyze data at a city/town level Please include examples of similar projects you have completed in your proposal. The analysis and dashboard creation should be done using Tableau.
I need a structural engineer to assist with the design and analysis of my house's foundation and roof. I have complete architectural plans and need someone who can interpret them and provide the necessary engineering input. Ideal skills and experience for the job: - Proficient in structural engineering - Experienced in foundation and roof design - Capable of conducting comprehensive structural analyses - Able to interpret architectural plans - Knowledgeable in relevant building codes and regulations
...after the optimization process. - Speed Optimization: The primary goal is to improve the website's speed for both desktop and mobile users, significantly reducing loading times. Technical Details: - Platform: The website is built on Squarespace CMS. - VPN Requirement: The developer must use a German VPN for access and testing to ensure localized performance. Deliverables: - A fully optimized Squarespace website - A brief report detailing the changes made and the resulting performance improvements. Deadline: The project must be completed within 24 hours. Preferred Candidate: - Proven experience in Squarespace performance optimization is essential. - Familiarity with tools for speed analysis and enhancement is a must. - Ability to work efficiently unde...
...roughness, depth, etc.) for realistic rendering. • Set up marker-based or markerless tracking (e.g., image tracking or hand tracking using Mediapipe). • Create scalable solutions for launching AR experiences using web links • Optimize WebAR performance for mobile browsers (iOS and Android). • Collaborate with 3D designers, Python developers, and backend engineers to streamline the pipeline. ? Requirements: • Strong experience with WebAR frameworks (e.g., and , MindAR). • Knowledge of integrating 3D models (GLB/GLTF) with WebAR systems. • Familiarity with WebXR, WebGL, and mobile browser capabilities for AR. • Experience with markerless AR (hand tracking) using Mediapipe or other frameworks is a plus. &...
I'm in need of a seasoned Python developer who can create a bot for me on the Binance platform. This bot's primary function is to facilitate automated trading by mirroring my trades from my spot trading account to my lead trading account. Key requirements: - Proficiency in Python with a robust background in trading bot development. - In-depth knowledge and experience with the Binance API. - Ability to design a bot capable of managing automated trading. - Implementation of robust error handling and retry mechanisms. - Comprehensive logging of all trading activities for transparency and auditing. - Scalability to handle increased trading volumes efficiently in the future. The bot will require trade access to my Binance account. It does not ne...
I'm looking for a highly skilled tutor in Excel and KoboToolBox to teach me data collection/visualization/evaluation. Excel: - Help me improve my data analysis skills - Explain complex concepts in an easy-to-understand manner, provide practical examples, and guide me through various data analysis tasks KoboToolBox: - Creating surveys - Teach me how to collect, visualize, and evaluate data Ideal Candidate: - Strong background in data analysis, proficient in Excel, and highly experienced in using KoboToolBox for data collection. - Excellent teaching skills, patience, and the ability to adapt to my learning pace.
I need statistical analysis of my quantitative data
I'm an intermediate forex trader seeking a mentor to enhance my skills in technical and fundamental analysis, as well as risk management. The mentorship will be conducted in one-on-one sessions. Ideal Skills and Experience: - Extensive knowledge and experience in forex trading - Proficiency in technical and fundamental analysis - Expertise in risk management strategies - Proven track record of successful one-on-one mentoring - Excellent communication skills
...transform their lives, using Yoga Therapy and Somatic Psychotherapy. This work has been recognised for assisting and affecting positive change in hundreds of people particularly those who suffer from anxiety and depression disorders. As am Empath & Intuitive I also communicate with animals and nature and teach people how to connect with the magic of life in this you want to create profound change in your life, I look forward to guiding you into a deeper understanding of yourself, so that you can experience a greater feeling of inner : BA Sociology/Anthropology (University of Auckland), Dip Marketing (Auckland University of Technology), Dip Health; Yoga Teaching (Centre for Adult Education), Cert Life Coaching (Institute of Inspired Living), Cert Yoga Teaching; Krishna...
I'm seeking an Excel expert proficient in creating complex formulas. The task involves working with financial data. The project is a test for a Financial Planning and Analysis (FP&A) profile, consisting of three questions. The formulas need to generate accurate financial projections.
...responsible for ensuring seamless integration of animations for characters, working with mesh bones, and resolving any animation-related issues to achieve high-quality results. Responsibilities: Retarget animations to different character skeletons within Unreal Engine (5.2 to 5.4). Fix and optimize animations to ensure smooth, high-quality playback in projects. Work with skeletal meshes, bone hierarchies, rigging, and weight painting to ensure compatibility with animations. Debug and resolve animation-related issues, including deformation, clipping, or blending problems. Collaborate with 3D artists, riggers, and game developers to ensure animations align with project requirements. Integrate animations into the Unreal Engine pipeline and ensure proper functionality. Optimi...
I am looking for a skilled Python developer who can create automation scripts for an algo trading software. This project will involve: - Developing automation scripts to facilitate trading - Implementing features such as backtesting, real-time data feed, and customizable strategies The ideal freelancer for this project should have experience in Python, particularly in creating automation scripts and developing trading software. Knowledge of finance and trading strategies will be a significant advantage.
Project Title: Implementing the Modified Inherent Strain Method (MISM) in CalculiX for Additive Manufacturing Simulation Project Overview I am working on an inherent strain simulation using CalculiX to predict distortion in metal 3D printing using the Modified Inherent Strain Method (MISM). The project involves layer-by-layer simulations where inherent strains are applied, and the resulting distortions are analyzed. However, the current implementation is producing inconsistent results, and I need expert assistance to refine the methodology and improve accuracy. Current State of the Project The following steps have already been completed: ✅ STL imported into the simulation workflow. ✅ Voxel mesh generated to represent the printed part. ✅ INP file generated, including element definiti...
I'm looking for a Full-time DevOps Engineer. Your primary responsibility will be the enhancement, maintenance and monitoring of our systems. Key Responsibilities: - Enhancing our current platforms - Conducting R&D for system improvements - Scaling and managing Infrastructure as Code (IaC) - Setting up new environments Maintenance Tasks: - System updates and patch management - Database optimization and backups - Conducting security audits and fixing vulnerabilities The ideal candidate will have extensive experience with our required skills, particularly AWS services, Docker, Jenkins, and Java. Knowledge of compliance standards like PCI DSS, GDPR, and SOC is crucial, as we take security and compliance seriously. Skills and experience needed: - Proficient with AWS...
We are seeking a detail-oriented Business Analyst to join our team, starting Feb 1. You will play a pivotal role in assisting with survey logistics. Key Responsibilities: -Onboarding: Begin by reviewing current profiles and pre...Tracker to understand our expert networking sites. -Meetings: Conduct consecutive meetings to gather high-level requirements. Survey Management: -Assist with survey logistics within 15 minutes during work hours (7 PM to 3 AM BD Time). -Weekly Web Form Submissions: Submit the web form at the end of each week. -Maintain Trackers: Keep accurate trackers for surveys and VB forms. If you are an organized professional with experience in business analysis and project management, apply now to join our team and contribute to the success of our expert netw...
I'm looking for an Excel specialist who can help me compare three files containing inventory data. Specifically, I need to identify quantity discrepancies and item mismatches. Key Responsibilities: - Compare data across three Excel files - Identify quantity discrepancies and item mismatches - Create a separate summary sheet highlighting these differences Ideal Skills: - Proficiency in Excel with extensive experience in data analysis - Detail-oriented with a knack for spotting discrepancies - Ability to organize data in a clear and concise manner
I'm looking for an expert in Power BI and SQL Server who can assist with data integration and transformation. Key Responsibilities: - Integrate various data sources into SQL Server - Transform and prepare data for analysis Ideal Skills: - Proficiency in Power BI and SQL Server - Experience in data integration and transformation - Strong analytical skills Please note that specific data sources and transformation tasks may be discussed further. Your ability to handle and manipulate complex datasets will be crucial for success in this project.
I'm looking for an expert in data extraction and cold outreach to help my merchant export company. Key Responsibilities: - Extract data of purchase managers from the United States, United Kingdom, and Australia. - The data should include their Name, Email address, and Phone number. - Organize the extracted data into a CSV file. Ideal Skills: - Proficiency in data extraction and analysis. - Experience in B2B cold outreach, specifically targeting purchase managers. - Familiarity with export-import industry is a plus. - Excellent attention to detail and data accuracy. Your role will be pivotal in helping me initiate email campaigns and WhatsApp bulk messages to potential business partners.
Project Title: Web Application for Membership Sign-Up and ID Card Generation Project Description: I need a web application developed where users can sign up for a membership by filling out a form. After completing the form, users will be able to download their ID cards from their dashboard. The admin panel should allow administrators to monitor user sign-ups, view user data, and manage memberships. Requirements: 1. User Registration and Membership Form: User Registration: Users should be able to register on the platform via email or social login (optional). After successful registration, they should be directed to a membership form. Membership Form: The form will include fields such as: Full Name Email Phone Number Address (optional) Date of Birth Profile Picture Upl...
We are looking for a skilled healthcare business development professional who can assist with generating B2B sales leads for our Remote Nurse and In-house Nurse Placement Company. An understanding of health systems and ambulatory clinic organization is essential. Must demonstrate talking about the benefits of using remote staff to augment in-house staff for essential, clinical duties. Key Responsibilities: - Execute targeted lead generation strategies via email campaigns, LinkedIn outreach, and Cold Calling. - Convert leads into potential sales opportunities. - Develop and implement lead nurturing strategies to engage potential clients. - Generate regular reports on lead generation performance and conversion rates. - Conduct market analysis to refine target aud...
...same topic. The paper should cover the following aspects of AI-ML applications, with an emphasis on predictive maintenance: - **Literature Review:** A comprehensive analysis of existing literature on the subject. - **Case Studies:** Real-world examples showcasing the effectiveness of AI-ML in this field. - **Comparative Analysis:** A detailed comparison of traditional methods versus AI-ML interventions. The primary audience for both the paper and the presentation is the general public. Therefore, the content should be accessible and engaging for individuals without a technical background. Ideal skills and experience for this job include: - Expertise in academic writing and research. - Strong understanding of AI-ML technologies. - Experience in cr...
I need a straightforward script that will help me scrape textual content from a specific website. The primary focus is on extracting a specific number from within the body text of the site. Ideal Skills: - Proficiency in Python (Beautiful Soup, Scrapy) - Experience with web scraping - Understanding of HTML and web structures - Bypassing DataDome protected websites Please provide examples of your previous web scraping projects in your proposal.
I'm seeking an AI model capable of analyzing live-streaming footage from cameras and identifying safety violations in real time. This includes detecting individuals without helmets or PPE kits, as well as detecting ...real time. This includes detecting individuals without helmets or PPE kits, as well as detecting fire hazards. Key Requirements: - The model will need to monitor various environments including construction sites, factories, and public spaces. - It should generate real-time alerts when safety violations are detected. Ideal Skills: - Expertise in AI/ML model development. - Experience with video analysis and real-time alert systems. - Knowledge of safety standards in construction sites and factories would be a plus. Please provide examples of related projects yo...
...Podman/Docker. - **Face Recognition Model**: FastAPI model in Python. **Features**: - **Face Recognition for Attendance**: Implement a face recognition system to automatically mark attendance. - **QR Code Scanning for Attendance**: Integrate QR code scanning functionality for attendance marking. - **Manual Attendance Entry**: Provide an option for manual attendance entry. - **Integration with Existing Systems**: Ensure seamless integration with existing systems. - **User-Friendly Interface**: Develop a user-friendly interface for ease of use. - **Secure and Scalable Architecture**: Design a secure and scalable architecture to handle large volumes of data. **Skills Required**: - Rust - Flutter - PostgreSQL - Docker/Podman - FastAPI - ...
I need assistance with matching two lists of brand and company names. The data is in Excel format. - The first list has 4 columns and the second list has 1 column. - The type of matching required is 'fuzzy match'. Ideal skills for this project include proficiency in Excel, experience with data analysis, and knowledge of fuzzy matching techniques. The work needs to be completed by Friday morning India time .
I am seeking an experienced Odoo Python Developer. This project is urgent and requires immediate attention. 2 tasks need to completed within next 18 hours odoo 17 community in project section go to any project there will be tasks client want to extend search Client want to search on the basis of fields which are highlighted in one of screenshot which is in PDF document and one more field client didn't mention is description field. Client want to search on the basis of these fields 2.2nd task is options arent showing in sidebar and icons aren't showing in homepage like other odoos You can check image screenshots Please put "Green" at top of your bid so I know you are serious Thanks
...detailed and visually appealing pitch deck. This deck will primarily be used to explain my business model to potential angel investors. Key Components: - Market Analysis: An in-depth understanding of the market landscape is crucial. The pitch deck should effectively communicate our position within the market and our potential for growth. - Product Roadmap: A clear and compelling presentation of our product development timeline will be necessary. Ideal skills for this project: - Graphic Design: The ability to create visually stunning presentations is essential. - Business Acumen: Understanding of business models and market analysis will greatly enhance the quality of the pitch deck. - Experience with Startups: Familiarity with the startup ecosystem and ange...
...Assessment Feature for an application need to develop an AI backed API/APIs (Microservices) The AI-powered CV assessment feature will analyze, rate, and provide feedback on a candidate’s resume based on multiple parameters. This will help both SDETs and employers by ensuring that profiles meet industry standards and are aligned with job expectations. 1. Objectives of AI-Powered CV Assessment Automate the screening process to evaluate candidate qualifications. Provide real-time feedback and suggestions for improvement. Match candidates with suitable job opportunities based on resume insights. Standardize the evaluation criteria to ensure fairness and accuracy. 2. Key Functionalities 2.1 Resume Parsing AI Components: Natural Language Processing (NLP) to extract st...
1. I am designing a 500 watts vertical axis wind turbine. i need CAD design for 3D printing its turbines. The design should be having detailed specification to match the required output and be suitable for low wind speed conditions. Other aspects required to be provided by the designer are as under: 2. Technical Specifications Blade Dimensions, Height Diameter , thickness and profile details need to be provided by the designer Blade Shape & Airfoil Profile: Mention any specific airfoil section (e.g., NACA profiles like NACA 0018, NACA 0021) Blade Material: Suggested material Number of Blades: Define whether it is a two-blade, three-blade, or multi-blade design Mounting & Connection Details: Provide details on how the blades will be fixed to the turbine Structural Re...
1. I am designing a 500 watts vertical axis wind turbine. i need CAD design for 3D printing its turbines. The design should be having detailed specification to match the required output and be suitable for low wind speed conditions. Other aspects required to be provided by the designer are as under: 2. Technical Specifications Blade Dimensions, Height Diameter , thickness and profile details need to be provided by the designer Blade Shape & Airfoil Profile: Mention any specific airfoil section (e.g., NACA profiles like NACA 0018, NACA 0021) Blade Material: Suggested material Number of Blades: Define whether it is a two-blade, three-blade, or multi-blade design Mounting & Connection Details: Provide details on how the blades will be fixed to the turbine Structural Re...
...highly available Moodle platform specifically for online examinations. This platform will support a large user base of 500,000 to 1 million concurrent students during peak exam periods, with the capacity to handle multiple concurrent exams. The ideal candidate possesses deep technical expertise in Moodle, Linux server administration, database management (MySQL), caching technologies, authentication/authorization systems configuration, and high-availability architecture. This role requires a hands-on individual who can both architect the system and execute the implementation. Responsibilities: Architecture & Design: Design and architect a highly scalable and available Moodle platform capable of supporting 500,000 to 1 million concurrent users for online examinations. D...
I'm seeking a writer to craft a scholarly article focusing on the strategies for financial inclusion, particularly through digital banking solutions on a global scale for Kenya, Brazil and the United States. That is, 3 separate articles. Key Requirements: - In-depth research on fintech innovations across emerging markets and their potential for promoting financial inclusion. - Ability to articulate complex ideas clearly and concisely in an academic style. Recommend frameworks and build on my ideas for each country. - Familiarity with scholarly writing conventions and standards. - Experience in fintech research is a plus. - Provide a comparative analysis of digital banking solutions in different regions. Requirement: Deep understanding of Fintech tre...
We are looking for a Data Scientist with expertise in AI and Machine Learning to develop a time series forecasting model. The project involves analyzing historical sales data using AWS and Snowflake. The ideal candidate should have strong skills in Python, machine learning, and predictive analytics. This is a short task estimated to take 1-2 hours. Please apply with your relevant experience and availability!
I am seeking a seasoned professional adept in managing Facebook, Instagram, and Google ads, with a keen focus on boosting sales for my service-oriented business. Key Requirements: - Expert handling of multi-platform ads - A/B testing and keyword analysis - Crafting compelling ad creatives - Demonstrable high Return on Ad Spend (ROAS) Portfolio: A portfolio showcasing your previous successful campaigns is essential for consideration. Compensation: This role operates on a performance pay basis, with remuneration directly tied to campaign success.
I'm looking for a Python developer to create a script that automates a checkout process on a website hosted on IBM WebSphere. The script should perform the following tasks: - Add product to shopping cart on the specified website - Apply a unique coupon code to each order - Complete the checkout process (Select shipping service / input shipping address info) - Retrieve a 6-digit OTP from SMS sent to my mobile phone (The script can acquire this from Google Messages) - Enter the OTP and finalize the order - Include error handling for failed transactions and retry logic. - Browser cookies require to be cleared in between each order placed or it will fail to process When the script starts, it should take input of coupon codes, when it is finished, it should show outp...
I'm looking for a professional to develop a sophisticated SEO automation tool primarily focused on backlink monitoring. Key Features: - Broken Link Detection: The tool should identify broken links that can potentially hurt my site's SEO. - Backlink Quality Reporting: I need a feature that assesses the quality of my backlinks, so I can focus on the most beneficial ones. - Backlink Builder: The tool should have a feature that helps in building backlinks. - Automated Posting: I want the tool to automate the posting process, saving me time and effort. Ideal Skills: - Expertise in SEO and backlink analysis - Experience in developing SEO tools - Knowledge in programming languages suitable for tool development (Python, Java, etc.) - Understanding of automa...
We are looking for an experienced AI instructor to create a comprehensive, structured AI course in Hinglish (Hindi + English). The course will cover beginner to advanced levels, including practical projects, hands-on coding, and industry-relevant case studies. The ideal candidate should be fluent in Hinglish, have strong AI/ML expertise, and be comfortable creating engaging video lectures. Course Structure & Requirements ✅ Total Course Duration: Minimum 40 hours ✅ Video Length: Each lecture should be between 10-15 minutes ✅ Project-Based Learning: Must include 3 projects (Mini, Minor, and Major) ✅ Beginner to Advanced Levels: Cover fundamental to expert topics ✅ Practical Hands-on Coding: Python, TensorFlow, PyTorch, etc. ✅ Industry-Relevant Topics: Cover NLP, Computer Vi...
I'm seeking a Local Thai Sales Manager...business in Thailand. This role involves a mix of client acquisition, relationship management, market analysis, and coordination with local teams. A significant aspect of this position is selling our CUSCEN ERP system. Key Responsibilities: - Client acquisition and relationship management - Market analysis and report generation - Coordinating with local teams - Selling our CUSCEN ERP system Industry Focus: - Retail - Manufacturing Ideal Skills: - Proficient in Sales and negotiation - Strong Data analysis capabilities Experience in the Retail and Manufacturing sectors is highly desirable. The perfect candidate will have a proven track record in sales and will be able to leverage their data analysis s...
...and written for an electronics item. The insert should include usage instructions and customer service contacts. Ideal Skills: - Graphic Design - Copywriting - Knowledge of Electronics - Customer Service Representation - Print Design Experience: Expertise in designing materials for print, ensuring high-quality and user-friendly layouts. - Customer Feedback Analysis: Ability to analyze customer feedback to improve the clarity and usefulness of the insert. Tone: The content should be written in a formal and professional tone. Please follow our specific branding guidelines for the design and content. The primary goal of the product insert is to educate customers about the product item. The product insert should be in A4 size. The product insert should be de...