VisualizationJobb

...Data visualization to aid in tracking and analysis. - Analytics for evaluating transaction patterns and identifying potential issues. - Smooth Data Pipeline with Realtime streaming for efficient data handling. - API integration with third parties to ensure seamless operation. Target Audience: This platform is primarily aimed at banking and financial institutions, as well as e-commerce companies. Preferred Technology Stack: - Java & Python for the core of the platform. - Big Data technologies for processing large volumes of data. - In-Memory DB for fast data storage and retrieval. - Drools & JBPM for fraud detection and management. The ideal candidate should have experience in developing similar platforms, with a solid grasp of real-time monitoring, fraud detection, da...

As a keen architecture enthusiast, I'm on the hunt for a skilled 3D artist, familiar with creating stunning visualizations of classical exteriors. Specifically, I require quality 3D architectural visualization that exceptionally captures every detail of classical architecture. Ideal skills & experience: - Strong expertise in 3D modeling and rendering - Extensive background in architectural exterior designs - Mastery in designing classical architectural visuals - Skills in relevant software like 3DS Max, Photoshop, V-Ray, or equivalent This project promises to be a unique opportunity to exhibit your extraordinary talent in bringing classical architecture to life in 3D. Provide samples of previous work for consideration during selection. I look forward to collaborating wit...

Looking for the creation of 3d product images one for each of the three sides of the bottle for two sizes 60cap and 120cap.

I need an expert in SQL Server Report Builder 3.0 to help rejuvenate some lab reports. I require some amendments to be made to the current reports I have. Key Tasks: - Altering the way data is presented within the report...lab reports. I require some amendments to be made to the current reports I have. Key Tasks: - Altering the way data is presented within the reports - Incorporating new fields to the current reports In the end, I need the same data results but with improved visibility and understanding. Ideal Skills: - Appropriate familiarity with SQL Server Report Builder 3.0 - Strong grasp of data visualization principles - Detail-oriented and precise to ensure report data remains accurate. Individuals that can deliver these changes precisely and quickly are highly ...

As a business focused on making data-driven decisions, I am seeking an expert to create a data analytics tool from scratch using ReactJS and AWS. The tool will analyze an array of data sources and present the results using insightful visualization techniques. Here are the requirements: - Implement Amazon Cognito for user authentication and authorization - Utilize AWS Amplify for the app's development and deployment - Integrate AWS API Gateway for efficient data exchange - Integrate Stripe for payments. Need complete flow Our tech stack looks like: - Amazon Amplify for app backend, and front end - Gatsby JS coupled with AppSync for front end - Amplify UI and MUI Material for UI components Features that I need: - End to end user journey - from login/registration to offering p...

I'm looking for a skilled Sketchup designer to create a visual representation of a residential square, with no need for detailed interiors. Some variations: - Seville Spanish style (historical bu modernized) - French (historical bu modernized) - Ottoman (historical bu modernized) - Modern but warm and colorfull Key project details: - The purpose of the model is for visualization, so it should be visually appealing and realistic. - The model should include a square with surrounding residential apartments. The focus is on the exterior design. - The square itself should incorporate specific features like green spaces and landscaping, fountains or water features, and public seating areas. These features should be thoughtfully integrated into the design to enhance the overall aest...

I'm looking for a seasoned full stack developer with expertise in Flutter, React JS, and Node JS to build a comprehe...comprehensive web application. The project will include, but not limited to: - Building a User authentication system - Implementing real-time notifications - Integrating data visualization tool The ideal candidate will have a proven track record of developing complex web applications. Familiarity with Firebase and Google Cloud is also a plus. Through this project, we aim to create a responsive, efficient and user-friendly platform. Your role will be crucial in achieving this goal. Please provide examples of web applications you have built previously that applied these skills, especially with real-time notifications and data visualization. I look forwar...

I need to create dynamic dashboards for health data reporting purposes. My requirements are as follows: • Expertise in data visualization and dashboard creation using Tableau • Experience in handling health data is favorable but not a must • The dashboard should be interactive • The end goal is to create comprehensive reports generated from our health data through top-tier visualization • Must possess the ability to convert health data into actionable insights through innovative visualization methods The professional I am seeking should have a proven track record in Tableau data visualization and dashboard creation. Knowledge in health data analysis or reporting would be a bonus.

I require a proficient WPF developer to design and create a user-friendly desktop application with the functionality and design, on par with that of Visual Studio. My project would need your expertise in: - Data Binding: Connecting the software to a database for efficien...database for efficient processing and managing of information. - UI Design: As Visual Studio served as inspiration, the application must have a clean, intuitive user interface, prioritizing user experience. - Navigation and Control: Implement a logical, coherent system to smoothly navigate around the application. The ideal candidate should have experience developing desktop applications, data visualization tools, and creating user-friendly interfaces, particularly in WPF. Familiarity with Visual Studio's de...

I'm seeking a skilled data analyst to help me with a unique environmental study, focusing o...relationship between food sources and the survival rate of mites. Your work will involve experiment design critiquing and assisting in interpreting and analysing data to assess the impact of different food sources on mite populations. I'm looking for a freelancer who has: - Experience in environmental data analysis - A background in biology, entomology, or a related field - Proficiency in data visualization tools - Excellent communication skills to present complex information effectively - A keen eye for detail and the ability to work with accuracy and precision. If you have experience with similar studies or can demonstrate your ability to work on such a unique project, I'...

...project, focusing primarily on data visualization and classification. IDEAL CANDIDATE SHOULD BE: • Proficient in creating visuals using complex data. • Capable of effectively interpreting data from CSV files. • Experienced in performing sophisticated data classification. TASKS DETAILS: • Devise an effective strategy for visualizing extensive information derived from CSV files. • Incorporate classification techniques to understand and categorize the data efficiently. PROJECT OBJECTIVE: The ultimate goal of this project is to successfully classify data and use it for an effective and visually appealing representation. This outcome aids in understanding the meaning and implications of the data better. Only experts proficient in data visuali...

Excel Automation of my project and data visualization

I'm in need of an Excel expert who can assist me with data analysis, formulas, and data visualization. The project involves working with a dataset of medium size, specifically, between 1,000 - 10,000 rows. Key requirements for this role include: - Strong understanding of data analysis: The ideal candidate should have a proven track record of analyzing data, preferably in a business context. - Proficient in formulas and calculations: You should be very comfortable with advanced Excel formulas and calculations. - Data visualization skills: The ability to present data in an easily understandable and visually appealing way is crucial for this project. Specific functionalities and tools that need to be utilized include: - Pivot Tables: You will be required to create and ma...

I'm in need of an experienced web developer to create an interactive multiple choice exam website. This platform is intended to be a valuable resource for bo...to create, but also secure. - Comprehensive dashboard: Both users and admins should have access to a comprehensive dashboard for tracking user progress and other key performance metrics. Ideal Skills: - Proficiency in web development, particularly with creating interactive websites - Experience with user account management and authentication - Prior work with dashboard development and data visualization - A background in education or e-learning platforms would be a plus This project has a potential for further growth and development down the line, making it a great opportunity for a skilled developer looking for a lon...

I have an Excel sheet with construction project data that I'd like to convert into a Power BI report. This sheet includ...easily updated with new data and link with Excel sheets - Ensure the report is user-friendly and can be navigated easily - Internal Links within Power BI to enhance user interaction Ideal skills and experience: - Proficient in Power BI, with a portfolio that showcases similar projects - Experience in working with construction project data, preferably mix-use developments - Excellent data visualization and report creation skills - Ability to link multiple pages within Power BI for a seamless user experience. I'm looking for a professional who can turn this data into a compelling and interactive report. Please include examples of previous Power BI wo...

I am in need of a skilled UI/UX designer with experience in React to give a fresh look to my existing project's interface. Your primary ...Minimalist, Vibrant, and Colorful design is essential. It should be clean and professional, to achieve a visually appealing, yet functional interface. You will also be required to implement Data visualization and analytics features to our dashboard. This requires a good understanding of how to visually represent complex data in a clear and understandable manner. Ideal skills and experience for this job include: - Proficient in React and UI/UX design. - Strong portfolio demonstrating previous work in creating visually appealing interfaces. - Prior experience with dashboard design and data visualization. - Knowledge of modern design ...

As a business trying to maximize product understanding and reach, I need a capable designer to create infographics ...specifications * Usage instructions and tips * Benefits and advantages In a compelling, eye-catching and easy to understand manner. The infographics should be designed with a diverse audience in mind including the general public, industry professionals, as well as potential customers. The ideal freelancer for this project would have: * A strong background in infographic design and data visualization * A good understanding of product marketing * Experience with tailoring content to different audience groups. Your role will be instrumental in visually conveying key aspects of my product in an engaging way, ultimately enhancing the consumer's understanding ...

I'm looking for a skilled developer to create a custom procurement spend analysis dashboard. This tool will help our procur...category. This will allow our procurement managers to identify areas where costs are higher than expected, enabling them to take immediate action. Primary Users: - The dashboard will be primarily used by our procurement managers. It should be user-friendly and intuitive, allowing for quick and easy analysis of the data. Ideal Skills and Experience: - Strong experience in data analysis and visualization - Proficiency in integrating data from multiple sources - Familiarity with procurement processes and KPIs If you have prior experience in developing similar dashboards and have a track record of delivering successful data analytics projects, I'd lo...

I'm looking for a talented mobile app developer to create a comprehensive family tree mobile application. The app should be available on both iOS and Android platforms. The primary goal of the app is to enhance family communication and organization, so it will feature several key functionalities, including: - User registration and login - Family tree visualization - Photo upload and tagging - Entering details for individuals by Admin or other users with approval from Admin - Family News - Family Calendar - Admin Notifications and user notifications - Family Board data with accomplishments The app should have an intuitive and user-friendly interface, making it easy for all family members to interact with. Experience in developing similar applications, particularly those focu...

Please create 3D images of the waiting room, the entire office, and the hanging logo sign. - Hanging logo sign - Lounge sofa - The entire office We would appreciate it if you could create them in a CG similar to the actual images. Thank you.

I'm looking for someone to assist me in 3D rendering my house in a specific colour and make some other edits to the home in preparation for a renovation project. The changes need to include: - Extend the wall above garage doors by 80cm all the way around and insert planter boxes (if you can create one image with and without...on the right) - Align the garage doors so where both doors and the wall meet are aligned with the door to the right. - Remove window and door framing so they are flush to the walls - Colour changes to follow the colouring in image draft – make the light colour a shade of light grey Ideal Skills: - Proficiency in 3D rendering software and photo editing tools. - Experience in architectural visualization. - Ability to accurately interpret and imp...

I'm a Senior Sales Operations Analyst a...professional skilled in Tableau. Your task will be to create a comprehensive dashboard that assists me in analyzing and strategizing our sales operations. Key Deliverables: - Present crucial data points including daily ad impressions and conversion rates. - Display key performance indicators such as Click-through rate (CTR), Cost per acquisition (CPA), and Return on ad spend (ROAS). - Use different visualization formats like line charts, bar charts, and pie charts to represent the information. Ideal Skills: - Proficiency in Tableau - Strong analytical skills - Experience in developing dashboards with extensive understanding of marketing and sales KPIs. Please bid if you can deliver on these parameters. I look forward to a successful...

I'm urgently looking for a highly skilled frontend developer for the creation of a professional dashboard. The dashboard must support both right-to-left and left-to-right languages and encompass a variety of features: • Data visualization: this is crucial for us to visually comprehend our information and data. • User management: we need this to streamline profile access, security, duties, etc. • Report generation: this feature should enable us to create comprehensive reports. • Graphs It is must be hight quality

I am seeking a proficient PowerApps developer with notable experience in workflow automation, user-friendly interface design, and a background in Clinical Domain or Life Science would be beneficial. Key functionalities to be incorporated include: - Automation of complex workflows - Development of engaging and easy-to-navigate user interfaces - Incorporation of robust data visualization features - Seamless integration capabilities with other systems The successful application will cater to a micro team of 1-10 users. Freelancer should have a strong command of PowerApps, prior experience in the healthcare industry, and a portfolio showcasing relevant project experiences. Delivering on time while maintaining high-quality standards is essential. I look forward to working with a profe...

I'm in need of a skilled developer to help me complete my VueJS and MongoDB project. I'll give you the s...Objectives: The primary goal of this project is to create a Community Health Workers System. This will involve the implementation of the mentioned features and a seamless user experience. Ideal Skills and Experience: - Proficiency in VueJS and MongoDB - Strong front-end development skills, especially in working with existing designs - Experience in user registration, authentication, and data visualization - Previous work on projects with data manipulation features - Familiarity with implementing CRUD operations - Ability to create a secure system - Good communication and problem-solving skills If you're confident in your skills and experience in these areas, I...

I need an experienced Vue 3 developer to create two modules, a parent one that will fetch data through axios every 10 seconds from a local host , and a child module that can display JSON data as a timeline visualization, using vis-timeline exclusively. Key Requirements: - Utilize Vue 3 for the development of the module, composition api. - The primary function of the module should be to display JSON data extracted through axios, by using vis-timeline javascript library Ideal Skills: - Proficient in Vue 3 - Knowledge of data visualization techniques - Experience in creating interactive interfaces - Ability to work with JSON data - Strong communication skills to provide detailed project proposals. The successful freelancer should be able to not only develop the module but al...

I am in need of a talented 3D artist who can take my house plans and create detailed visualizati...and colors. This is crucial to help me understand the aesthetic of the final build. - I require multiple perspective views for each rendering. This will provide me with a comprehensive understanding of how the design will look from various angles. Ideal Skills and Experience: - Proficiency in 3D modeling, texturing, and rendering software. - Strong understanding of architectural design and visualization. - Ability to translate 2D plans into detailed and accurate 3D representations. - Experience creating multiple perspective views for architectural projects. If you have a keen eye for detail and a passion for translating 2D designs into stunning 3D visualizations, I would love to hear...

I'm looking for a skilled data scientist to assist with a project that involves detailed statistical analysis and modeling using R. The eventual goal is to present these findings in a comprehensive yet accessible manner through data visualizations. Ideal Skills & Experience: - Proficiency in R programming - Strong statistical modeling background - Experience with data visualization techniques - Ability to create detailed reports - A firm grasp of accounting principles would be a plus, but not required. This project will require someone who can take raw data and transform it into valuable insights, with the ability to convey these insights in an engaging, comprehensible manner. If you are comfortable with both the technical and reporting aspects of data science, I would...

I'm in urgent need of a talented Lumion renderer to help create a stunning visualization of an interior design. Although I've skipped the style preference, I expect you to have a well-rounded experience in different styles and applying them in Lumion rendering. Key qualities and skills: - An expert in Lumion rendering with a focus on interior design - Ability to interpret and materialize my ideas effectively - Quick turnaround time, the project should be completed ASAP - Flexibility in working with different interior design styles

...analyze the performance of products within an online retail dataset to uncover insights that can inform strategic business decisions. Leveraging transactional data, including sales revenue, profit margins, and customer reviews, you will conduct a comprehensive analysis to understand the dynamics of product performance over time and across different categories. Through descriptive analysis and visualization techniques, you will identify top-selling products, trends in sales revenue, and correlations between performance metrics. Additionally, you will delve into customer feedback to gauge product satisfaction and uncover areas for improvement. By providing actionable recommendations based on our analysis, you aim to optimize product offerings, enhance customer satisfaction, and dri...

I need an Excel sheet created with the primary purpose of data analysis. This sheet should have the following features: - Data Sorting and Filtering: This is crucial for making the analysis process efficient and easy to navigate. I need the sheet to be able to handle large amounts of data and allow for quick and convenient sorting and filtering. - Data Visualization: In addition to the data analysis, I also require the sheet to include line graphs. I believe that visualizing the data will make it much easier to understand and interpret. The ideal freelancer for this project is someone with a strong background in Excel and experience in creating data analysis tools. It is important that the final product is user-friendly and has a clean, professional appearance.

I have Arduino code and a svc model and I’m using a application called Blynk for visualization I want to send the reading of the moisture sensor to the svc model as an input for prediction and send the prediction back to the Blynk or Arduino so if the output is 0 it stop watering and if its 1 it start watering

I have Arduino code and a svc model and I’m using a application called Blynk for visualization I want to send the reading of the moisture sensor to the svc model as an input for prediction and send the prediction back to the Blynk or Arduino so if the output is 0 it stop watering and if its 1 it start watering

I'm in need of a skilled programmer experienced in C++ languages. The primary aim is to effortlessly convert simple Python code into its C++ equivalent. Ensuring to maintain specific functionalities such as: - Data Visualization: This functionality must be retained during the conversion process. The C++ code must facilitate the graphical representation of data as efficiently as the initial Pine script. - Algorithmic Operations: The output C++ code should continue to perform certain algorithmic operations, similar to the Pine script. Ideal candidates should have previous experience in similar projects and a strong understanding of both Pine and C++. Excellence in this task may lead to potential future collaborations. This is a great opportunity for candidates looking to bu...

I'm looking for a talented individual to build a data dashboard that will display our...Spend Data: The primary focus of this dashboard is to showcase our procurement spend data, broken down by different categories. - Manual Data Update: The dashboard should be updated by uploading files manually. Ideal Skills and Experience: - Prior Experience: I'm looking for someone who has previously built data dashboards, preferably ones that deal with procurement or financial data. - Data Visualization: Understanding of how to best present data in a simple, yet informative manner. - Tableau or Similar Tool Proficiency: Experience with tools such as Tableau that can integrate data and create interactive, visually appealing dashboards. Please reach out if you have the relevant ex...

...developer to construct a multi-faceted habit-building website for a broad audience (students, professionals, and the general public). Key Specifications: - Integrated Habit Tracker: Allow users to log and monitor their habits over time. - Goal Setting Section: Facility for users to set, manage, and track personal goals, notably those based on the principles in the book Atomic Habits. - Progress Visualization: Implement appealing graphics and infographics to illustrate user's habit progression and achievements. - Special Section: Design a unique area focused on combating social media addiction, a function unknown to most habit-building platforms. Ideal Skills: - Strong familiarity with coding and web development, particularly for multifunctional platforms. - Previous expe...

I am seeking an teacher well versed in Excel 2021 to create a comprehensive intermediate-level course. This course will total between 12-15 hours and will be delivered through both video lectures and interactive exercises and quizzes. Here's an overview of the specific topics the course must cover. • Formulas and Functions • Data Analysis and Visualization • Pivot Tables and Charts • Advanced Functions • Named Ranges • Tables • Charts and Slicers The ideal freelancer for this project will possess strong instructional skills, extensive experience with Excel 2021, and a knack for making complex concepts easy to grasp.

...clean and organize the data so that it is ready for analysis; this includes removing any irrelevant data, managing missing values, and dealing with inconsistencies. - Data Visualization and Dashboard Creation: You should be proficient in creating visually appealing and insightful dashboards using Power BI. - Machine Learning Model Implementation: I need you to apply machine learning models to the data to predict outcomes or discover patterns, and then integrate these models into the Power BI dashboard. Data Type: The data you will be working with is structured data, primarily coming from databases and spreadsheets. Visualization Preferences: I require the Power BI dashboards to include interactive charts and graphs, geographic maps, as well as trend analysis and forecast...

I am in urgent...looking for a quality piece that can be used either for product visualization or educational content. Key Points: - This is a high priority job, so please only apply if you can commit to delivering quickly without compromising on quality. - The animation needs to be of a realistic style, so experience in creating this type of animation is crucial. - Although the primary purpose of the animation is not specified, it needs to be versatile for both product visualization and educational content. Ideal Skills & Experience: - Extensive experience in 3D animation, particularly with realistic styles. - Ability to work on a tight deadline without compromising on quality. - Previous experience creating animations for product visualization or educational co...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

I'm looking for an experienced Power BI developer to help me with an urgent data analysis project. The project encompasses various tasks including data visualization, report creation, and data modeling. The scope of the project is broad, including: - Analyzing sales data - Predicting customer behavior - Identifying trends and patterns The data sources for this analysis will be primarily database records. Ideal candidates will have: - Proficiency in Power BI - Strong background in AI data analysis - Experience with various data sources, especially database records Your task will be to transform raw data into actionable insights and visualizations. The project has a tight deadline, so I need someone who can work efficiently without compromising on quality.

I'm looking for a skill...of images for realistic view settings and highly detailed environmental integration. Key Skills and Experience: - Proficiency with image editing software - Demonstrable experience in architecture image editing - Prior work with environmental integration - Strong attention to detail and realism The main objectives: - Create a realistic view setting for the architecture images - Ensure the visualization enhancements are highly detailed, incorporating environmental elements in a seamless manner. The purpose of these images will be for presentation/visualizations, so it's crucial that the final product is polished, realistic, and artistically sound. I'm looking for a proactive and dedicated professional who can deliver high-quality work wi...

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

I'm looking for an expert in R programming to assist with data analysis and visualization. Your main tasks would include: - Employing R for data analysis. - Generating static reports and graphs from the data. A key part of this role will involve applying different data visualization techniques to ensure the data is communicated clearly and effectively. Skills and Experience: - Proficient in R programming. - Experienced in data analysis. - Skilled in static data visualization techniques. - Understanding of data communication principles. Please note, the complexity of the dataset is not yet determined, so adaptability and problem-solving skills are a big plus.

... 3ds Max, or equivalent. Strong understanding of lighting, shading, and texturing techniques to create realistic visuals. Experience working with product renders or similar projects is preferred. Ability to work independently and meet project deadlines. Excellent communication skills and a collaborative mindset. A portfolio showcasing previous 3D rendering work, with an emphasis on product visualization, is required. Benefits: Flexible work hours and remote work options. Competitive compensation based on experience and expertise. Opportunity to collaborate with a dynamic team and contribute to the success of an innovative product. Room for growth and development within the company. How to Apply: If you're ready to elevate our caffeinated gum product through stunning 3D ren...

I'm seeking a dedicated and experienced GUI developer to create a user-friendly, data visualization application for my AI-based predictive models. The primary task involves developing models for network bandwidth prediction and fault predictions. Key Features: - The GUI has to be web based. - The interface should be capable of efficiently managing input data, which will include historical synthesized network data & data that can be generated through Python's mockeries or any other similar library. The Ideal Candidate: - Profound experience in GUI development . - Strong understanding of predictive modeling control systems. - Familiarity with using historical network data and network fault data for AI models. - Python experience, specifically with DASH and Flask fr...

Project Description: I am looking for a skilled Data Analyst to help develop a system for classifying email messages as SPAM or HAM. This involves downloading data from a public source, processing it to extract and compute various features, and analyzing these to determine patterns indicative of SPAM. Respo...Programming: Must be highly proficient in R for complex data manipulation and analysis tasks. Data Extraction: Experienced in skillfully extracting and processing data from large datasets. Statistical Analysis: Capable of applying statistical methods to analyze and interpret data. Machine Learning: Should have a foundational understanding of machine learning techniques relevant to classification. Data Visualization: Expertise in creating clear and insightful visual data repres...

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I am seeking a proficient Google Sheets expert to construct a live dashboard/leaderboard that visually represents daily sales tallies completed by individua...sales and individual rep sales. - The dashboard should display sales data for the current day while maintaining access to historical data. - Historical sales data should be visualized through a bar graph. Skills & Experience: - Attention to detail - Time management and delivery on tight deadlines - Proficiency in Google Sheets - Experience in creating dashboards. - Familiarity with data visualization and report generation - Strong analytical skills and precision Your ability to deliver this project efficiently will greatly enhance our sales tracking and reporting capabilities, providing valuable insights into our team&...

I'm in need of a customised tool that can perform data analysis for customer behavior data. Key Features: - Data Analysis: The tool should be able to analyze customer behavior data and present it in a clear and understandable manner. Integration: - API Integration: The tool should be able to i...perform data analysis for customer behavior data. Key Features: - Data Analysis: The tool should be able to analyze customer behavior data and present it in a clear and understandable manner. Integration: - API Integration: The tool should be able to integrate with our accounting software via API. Ideal Skills: - Experience with custom tool development - Proficiency in data analysis and visualization - Familiarity with API integrations - Previous experience with customer behavi...