Modeling Jobs in Bengaluru

Position: Head of Strategy and Finance Location: Bengaluru Employment Type: Full-Time About Zolve Zolve is a cross-border neo-bank empowering global citizens, migrants, and nomads to access financial products and credit seamlessly across countries. By leveraging home-country credit scores, Zolve provides financial freedom to pursue ambitions without geographical constraints. Our offerings include checking accounts, credit cards, remittances, insurance, and loans. As we expand across geographies, product lines, and customer segments, we are seeking a dynamic Head of Strategy and Finance to shape the company s financial vision and strategic roadmap. Role Overview The Head of Strategic Finance will operate at the intersection of finance, strategy, and operations, ensuring **capital efficiency, profitability, and data-driven growth**. This leadership role partners closely with founders and the executive team to balance immediate execution with long-term strategic initiatives in a fast-growing, global fintech environment. Key Responsibilities Financial Planning & Analysis (FP&A) Lead **budgeting, forecasting, and scenario modeling** to provide actionable insights for business decisions. Monitor **unit economics, ROI, and profitability** in collaboration with product, growth, and business teams. Strategy & Business Leadership Lead strategic projects, including new product evaluations, **cross-border expansion, investments, and potential M&A opportunities**. Provide **data-driven recommendations** to guide operational and strategic initiatives. Investor Relations & Governance Manage relationships with investors and provide clear, **insightful board reporting**. Translate complex financial data into coherent narratives for stakeholders. Team Leadership & Development Build, mentor, and lead a **high-performing finance and strategy team**. Foster a culture of **analytical rigor, ownership, and collaboration** across functions. Compliance & Risk Management Ensure timely statutory, internal, and audit compliance across entities. Maintain operational agility while adhering to regulatory requirements. Qualifications Education: CA / CPA / MBA (preferably from a Tier-1 institute). Experience: **10 15 years post-qualification** in strategic finance, FP&A, or similar roles. Experience in **fintech, cross-border banking, or high-growth startups** is highly desirable. Proven expertise in **financial leadership, strategic planning, capital management, and investor relations**. Hands-on experience with **fundraising, M&A, or cross-border financial operations** is a strong advantage. Skills & Competencies: Strong **analytical, communication, and leadership skills**. Comfortable operating in a **fast-paced, cross-geography environment**. Ability to balance **long-term strategic vision with short-term execution demands**. Qualification : CA / CPA / MBA (preferably from a Tier-1 institute)

Analytics Engineer Location: Bengaluru Work Type: Full-Time About Postman Postman is the world s leading API platform, used by over 40 million developers and 500,000 organizations, including 98% of the Fortune 500. Our mission is to build an API-first world, simplifying every step of the API lifecycle and enabling teams to create better APIs, faster. Founded in Bengaluru, Postman is headquartered in San Francisco, with offices in Boston, New York, and Bengaluru. We are privately held, backed by Battery Ventures, BOND, Coatue, CRV, Insight Partners, and Nexus Venture Partners. The Opportunity We are seeking an Analytics Engineer to join our Data Team and help strengthen the foundation of our modern data stack. In this role, you will own critical transformation pipelines, design scalable data models, and ensure that our analytics environment is performant, reliable, and future-ready. You will operate with a high degree of independence, driving projects from design through production, while implementing best practices in dbt, semantic layers, medallion architecture, and lakehouse paradigms. Key Responsibilities Take ownership of large portions of our dbt project (3k+ models), ensuring scalability, maintainability, and adherence to best practices. Design and implement robust data models, including dimensional modeling, incremental strategies, and Slowly Changing Dimensions (SCDs). Establish and enforce dbt test coverage, automated quality checks, and CI/CD pipeline standards using GitHub Actions. Profile and optimize SQL queries and warehouse performance for efficiency and cost reduction. Build and refine our semantic layer, ensuring consistent business logic across Looker, Redash, and downstream tools. Collaborate with analysts and business partners to define metrics and deliver self-serve data assets. Document models, lineage, and transformation logic to make data discoverable and usable across the company. Contribute to shaping team standards and playbooks, collaborating with analysts on modeling and transformation best practices. Stay ahead of modern data stack innovations, including dbt metrics layer, universal semantic layers, data contracts, and observability. Enabling Self-Serve Analytics & AI Build transformations that empower business stakeholders and analysts to explore data confidently. Ensure metric definitions are consistent, discoverable, and reusable across BI tools. Prepare clean, structured, and accessible datasets for AI-driven initiatives like conversational analytics and anomaly detection. Partner with Data Science & ML teams to provide reliable pipelines that accelerate experimentation and AI/ML deployment. About You 3 5 years of experience in analytics engineering roles. Advanced SQL skills (query optimization, performance tuning). Strong proficiency in dbt Core: models, macros, snapshots, sources, and custom materializations. Solid background in data modeling techniques (Kimball, SCD handling, incremental pipelines). Practical experience with semantic layers and BI integration (LookML, dbt metrics, or equivalent). Familiarity with Medallion architecture and modern lakehouse approaches. Hands-on experience with Redshift; exposure to Databricks is a plus. Proficiency with GitHub and CI/CD pipelines for analytics code. Strong fundamentals in data quality, governance, and lineage tracking. Flexible schedule with a hybrid work model. Full medical coverage, flexible PTO, wellness reimbursement, and monthly lunch stipend. Access to wellness programs, team-building events, and donation-matching initiatives. An inclusive, collaborative culture where everyone can thrive and grow. Our Values Curiosity: Explore and innovate fearlessly. Transparency: Communicate openly about successes and failures. Focus: Set clear goals aligned with a bold vision. Inclusion: Every voice matters. Excellence: Deliver the best products and experiences together.

Business Analyst Location: Bengaluru Employment Type: Full-Time About Zolve Welcome to the financial frontier of limitless possibilities welcome to Zolve. We're not just a fintech company we're reimagining global finance. As the world s first cross-border neo-bank, Zolve empowers global citizens, migrants, and nomads to access credit and financial services in their new country based on their home country credit profile. With products like checking accounts, credit cards, loans, remittances, and insurance, Zolve is eliminating borders in banking helping people be financially free and pursue their ambitions wherever they are. As we expand into new geographies and product lines, we re looking for a Business Analyst to help us drive data-backed decisions and create meaningful impact across our business. About the Role As a Business Analyst at Zolve, you ll act as a critical link between business stakeholders and technical teams. Your role will involve analyzing complex data, generating insights, and presenting actionable recommendations that support decision-making across the organization. You ll collaborate cross-functionally with product, growth, engineering, and leadership teams to shape the future of our cross-border financial solutions. Key Responsibilities Data Analysis & Insights Query, manipulate, and analyze large datasets using SQL and Python Identify trends, patterns, and anomalies to uncover business opportunities and risks Deliver actionable insights that influence product, growth, and strategy decisions Data Visualization & Storytelling Translate data into compelling narratives through dashboards, reports, and visualizations Build and maintain dashboards using tools like Tableau, Power BI, Metabase, etc. Stakeholder Collaboration Work closely with business, product, and engineering teams to gather requirements and define analytical solutions Communicate findings clearly and effectively to both technical and non-technical audiences Data Quality & Governance Ensure the accuracy, integrity, and consistency of data through validation and quality checks Partner with data engineering to improve data infrastructure and reporting capabilities Integration & Automation Build and maintain scripts to integrate data between internal systems and third-party platforms Support automation of recurring reporting and analytics processes Qualifications Education & Experience Bachelor's degree in a relevant field (Engineering, Mathematics, Economics, Business, etc.) 3+ years of experience as a Business Analyst, Data Analyst, or in a similar analytical role Technical Skills Strong proficiency in SQL and Python for data extraction and analysis Advanced Excel skills including pivot tables, lookups, and complex formulas Experience with data visualization tools such as Tableau, Power BI, or Metabase Preferred Qualifications Experience in data modeling and database design Exposure to statistical methods and predictive analytics Domain experience in fintech, e-commerce, or healthcare is a plus What You'll Love at Zolve Mission-driven work that makes a global impact Fast-paced, startup environment with real ownership and responsibility Collaborate with smart, ambitious, and kind teammates Opportunity to grow with a rapidly expanding fintech company Qualification : Bachelor's degree in a relevant field (Engineering, Mathematics, Economics, Business, etc)

Associate Director Finance Location: Bangalore Experience Required: 15 25 Years Qualification: Chartered Accountant (CA) Preferred Certifications: ACCA, CPA, CFA, CIMA Job Summary We are seeking a dynamic and experienced Associate Director Finance to lead our global financial operations. The ideal candidate will bring extensive financial leadership experience, particularly across international geographies, and a deep understanding of both Indian and global financial standards. This strategic role will support the company s growth trajectory by aligning financial management with business objectives while ensuring compliance, efficiency, and performance across all regions. Key Responsibilities Strategic Financial Leadership Develop and execute financial strategies to support global growth and business expansion. Partner with senior management to provide financial insights and recommendations for long-term profitability. Lead financial due diligence and integration in case of mergers, acquisitions, or market entries. Financial Planning & Analysis Drive budgeting, forecasting, and long-term financial planning across multiple geographies. Deliver accurate, timely consolidated financial reporting in compliance with international accounting standards. Monitor key financial metrics, analyze business trends, and identify cost optimization opportunities. Compliance & Risk Management Ensure compliance with tax laws, statutory regulations, and financial reporting requirements across jurisdictions. Liaise with external auditors, tax consultants, legal advisors, and regulatory bodies. Monitor and manage financial risk, currency exposure, and regulatory compliance. Treasury & Cash Flow Management Oversee global cash flow, liquidity management, and banking relationships. Optimize working capital, manage intercompany transactions, and implement transfer pricing strategies. Develop and execute funding strategies, investment policies, and capital allocation plans. Team Leadership & Process Improvement Lead and mentor finance teams across multiple locations to build a high-performance culture. Implement and enhance ERP systems (experience with ZOHO is a plus) and financial reporting tools. Establish scalable internal controls, automation, and process improvements for operational efficiency. Required Skills & Experience Chartered Accountant (CA) with 15 25 years of progressive financial leadership experience. Proven experience managing finance functions across geographies and multi-entity environments. Strong understanding of Indian and international accounting standards, tax regulations, and compliance requirements. Demonstrated success in strategic financial planning, cash flow optimization, and managing global teams. Proficiency in ERP systems (ZOHO preferred), financial modeling, and reporting tools. Excellent leadership, interpersonal, and stakeholder management skills. Preferred Qualifications (Added Advantage) ACCA, CPA, CFA, or CIMA certification. Experience in high-growth, multinational environments. Prior involvement in scaling finance functions for international expansion. Be part of a global organization with ambitious growth plans. Work closely with leadership in shaping financial strategy and operations. Lead transformative initiatives in a dynamic and innovation-driven environment. Competitive compensation and leadership development opportunities. Qualification : Chartered Accountant (CA)

Data Scientist I Job Type: Full-Time Category: Data Science Location: Bangalore About Bright Money Bright is a mission-driven consumer fintech company helping Americans get out of debt and build stronger financial futures powered by data science and machine learning. Our mobile platform provides personalized tools for credit building, debt paydown, budgeting, and loan refinancing. With 300,000+ users, 100,000+ reviews, and support from top-tier investors like Sequoia, Falcon Edge, and Hummingbird, Bright is one of the fastest-growing fintech startups in the U.S. We ve raised $90M+ in equity and debt funding to date. We're proud to be building a global-first, data-driven consumer tech company from India, for the world. About the Role As a Data Scientist I, you will be part of a high-impact team using data and machine learning to power Bright s core financial products. You ll work on problems that directly improve users financial outcomes modeling behavior, predicting intent, and enabling smarter, automated experiences. This is a hands-on role for someone with strong fundamentals in ML, statistics, and programming, and a desire to turn data into real-world product impact. Key Responsibilities Design and build predictive models using core concepts of machine learning, statistics, and probability. Analyze large-scale user and transactional data to extract insights and inform strategy. Collaborate cross-functionally with product managers, engineers, and business stakeholders to define and solve problems. Deploy ML models into production environments, ensuring scalability, stability, and performance. Tune, evaluate, and interpret model results to maximize business value and user outcomes. Document methodologies and workflows for reproducibility and team collaboration. Stay current with AI/ML advancements and experiment with new techniques as appropriate. Required Qualifications Bachelor s or Master s degree in Computer Science, Statistics, Mathematics, or a related quantitative field. Strong grasp of ML and statistical concepts (e.g., regression, classification, hypothesis testing, probability distributions). Proficiency in Python or R, and experience with ML libraries such as scikit-learn, TensorFlow, or PyTorch. Familiarity with model deployment tools and frameworks (e.g., Docker, Flask/FastAPI, MLflow). Understanding of how to implement and monitor models in a real-world production environment. Awareness of modern AI techniques including transformers, LLMs, and generative AI. Strong problem-solving skills, curiosity, and ability to communicate complex ideas clearly. Exposure to cloud platforms like AWS, GCP, or Azure is a plus. Bonus Points For Experience with deep learning and advanced neural network architectures. Understanding of MLOps best practices (CI/CD for ML, monitoring, retraining pipelines). Personal projects, open-source contributions, or research publications in AI/ML. What You ll Work On Model user behavior and financial patterns to power intelligent product features. Analyze complex transaction datasets to surface actionable insights. Build and deploy ML systems that personalize savings and debt management strategies. Apply deep learning, reinforcement learning, and LLMs to real-world fintech use cases. Collaborate with engineering and product teams to launch data-powered experiences in the Bright app. Experiment with cutting-edge AI technologies to innovate in consumer finance. At Bright, you ll go beyond theory you ll use data to change lives. This is your chance to build meaningful, scalable machine learning systems that empower users to take control of their financial future. Qualification : Bachelors or Masters degree in Computer Science, Statistics, Mathematics, or a related quantitative field

Job Title: AI/ML Engineer Location: Bangalore Experience: 4 5 Years Qualification: Bachelor s or Master s Degree in Computer Science or a related field Job Description Design and develop machine learning and deep learning systems tailored to business needs. Select and preprocess appropriate datasets; implement and optimize ML algorithms. Conduct machine learning experiments, run tests, and perform statistical analysis to fine-tune models. Train, retrain, and maintain ML systems to ensure accuracy and performance. Extend and customize existing ML libraries and frameworks. Stay updated with the latest research and advancements in machine learning and AI. Requirements Proven experience as a Machine Learning Engineer or similar role. Strong understanding of data structures, data modeling, and software architecture. Deep knowledge of mathematics, probability, statistics, and algorithms relevant to ML. Proficiency in writing clean, robust code in Python. Experience with ML frameworks such as TensorFlow or PyTorch, and libraries like scikit-learn. Skilled in deploying ML models and developing APIs for production environments. Experience with AWS cloud and ML services; knowledge of SageMaker is a plus. Qualification : Bachelors or Masters Degree in Computer Science or a related field

Job Title: Lead Associate Software Engineering (Database Developer) Location: Bengaluru Type: Full-Time Level: Senior Database Developer About BetaNXT BetaNXT is shaping the future of connected wealth management infrastructure, delivering real-time data capabilities that improve advisor productivity, reduce operational costs, and enhance the investor experience. Leveraging the combined power of Beta, Maxit, and Mediant, our solutions tackle complex integration challenges and modernize platforms for scalability, agility, and growth. We help wealth management firms turn legacy platforms into differentiating assets. About the Role We are looking for a Senior Database Developer to join our Product Engineering team as a Lead Associate Software Engineering. In this role, you will play a critical part in designing, developing, and optimizing enterprise-grade database solutions to support our next-generation wealth management platform. This position is ideal for a detail-oriented and performance-focused database professional who thrives in a collaborative Agile environment and is passionate about building scalable, reliable data systems. Key Responsibilities Design, develop, and maintain complex SQL queries, stored procedures, triggers, and database scripts. Analyze and optimize database performance, ensuring scalability and efficiency. Develop and maintain SSRS reports, support ETL processes, and collaborate on SSIS packages. Work closely with application developers to ensure seamless database integration and data flow. Perform in-depth data analysis to support business and product requirements. Partner with QA teams to validate data integrity and support testing cycles. Conduct unit testing and developer-level validation to ensure quality before release. Participate in daily Scrum meetings and Agile ceremonies to coordinate development efforts. Troubleshoot and resolve complex technical issues related to data and performance. Document all development work to support maintainability and knowledge sharing. Required Qualifications & Experience Experience: 7+ years of hands-on experience in SQL database development in enterprise environments. Technical Skills: Advanced SQL development skills, including writing and optimizing complex queries and stored procedures. Proficiency in T-SQL (preferred), with acceptable expertise in PL/SQL or equivalent SQL dialects. Experience with SSRS (SQL Server Reporting Services), SSIS, and ETL processes. Strong data modeling, data analysis, and database design capabilities. Hands-on experience in performance tuning and query optimization techniques. Working knowledge of AWS services such as S3, SSM, and DynamoDB is a plus. Soft Skills & Collaboration Strong problem-solving and analytical thinking skills. Excellent verbal and written communication skills. Ability to work collaboratively across cross-functional Agile teams. Highly organized, detail-oriented, and self-motivated. Contribute to a platform backed by industry innovation and 11 technology patents. Help shape the future of real-time data and wealth management systems at scale. Collaborate with a high-impact, global engineering team in a dynamic, fast-paced environment. Thrive in a company culture that values growth, curiosity, and collaboration.

Position: Data Analyst 3 Location: Bengaluru Department: Growth & Strategy Employment Type: Full-Time Job Description: We are seeking an experienced Data Analyst to develop and maintain interactive dashboards, design data models, and extract actionable insights to support strategic business decisions. This role requires proficiency in Tableau and/or Qlik Sense and the ability to lead a team of analysts. Key Responsibilities: Develop, maintain, and enhance interactive dashboards and reports using Tableau and/or Qlik Sense. Design and implement efficient data models to underpin visualizations and analytical processes. Analyze data from multiple sources to identify trends, patterns, and actionable insights. Write scripts and utilize calculated fields to transform and manipulate data within visualization platforms. Migrate dashboards between platforms (e.g., Qlik Sense to Tableau) as needed. Adhere to best practices in data visualization, dashboard design, and data modeling. Communicate findings effectively to stakeholders and collaborate with cross-functional teams such as sales, marketing, and engineering. Mentor and lead a team of data analysts, fostering growth and knowledge sharing. Required Skills and Experience: Minimum 4 years of relevant experience in data analysis and visualization. Proficiency in Tableau and/or Qlik Sense, including scripting and calculated fields. Strong data modeling skills and experience with relational databases (e.g., SQL Server, Oracle). Excellent analytical and problem-solving abilities. Outstanding communication and presentation skills. Industry experience in Fintech, Payments, Finance, Banking, Digital Commerce, Healthcare, or related sectors is a plus. Who You Are: A problem-solver with a knack for uncovering insights from complex data sets. An excellent communicator, able to explain data-driven insights clearly and effectively. Hands-on and proactive, committed to staying updated with the latest tools and technologies. A respected team player and leader known for your analytical depth and influence.

3D Visualizer Design & Development Location: Bengaluru Employment Type: Full-Time About the Role: We are looking for a talented 3D Visualizer with 4 5 years of hands-on experience in interior fit-out projects. The ideal candidate will have expert proficiency in SketchUp and V-Ray, along with a strong architectural sensibility. You will play a key role in transforming conceptual designs into high-quality photorealistic renders, working closely with architects, interior designers, and project managers to ensure visualizations accurately represent materiality, lighting, and spatial intent. Familiarity with Lumion, Revit, Rhino, and AI visualization tools is a strong plus. Key Responsibilities: 3D Modelling & Rendering Create detailed 3D models for interior fit-out schemes based on design team inputs. Produce photorealistic still images and animations, ensuring accurate textures, materials, lighting, and spatial representation aligned with design intent. Concept Development Support Collaborate with design teams to refine layouts, furniture arrangements, and material palettes. Interpret architectural drawings, elevations, and finish schedules to build precise digital environments. Presentation & Communication Prepare engaging presentation materials including boards, mood boards, and walkthrough animations for client presentations. Communicate technical feedback and iteration requests effectively with designers and project stakeholders. Quality Control & Optimization Ensure all renders meet high standards of resolution, realism, and alignment with design briefs. Optimize 3D scenes to reduce render times without compromising visual quality. Research & Innovation Stay updated on the latest rendering techniques, plugins, and software updates. Experiment with new workflows and tools to continuously improve visualization quality and efficiency. Technical Skills: Primary Tools: SketchUp (advanced modeling, dynamic components) V-Ray for SketchUp (materials, lighting, render settings) Supporting Software (Advantageous): Adobe Photoshop / Lightroom (post-production) 3ds Max or Rhino (for complex geometry or alternative workflows) AI tools, Enscape, Lumion, Revit Architectural Knowledge: Strong understanding of architectural principles, spatial planning, and building systems. Ability to read and interpret floor plans, sections, and finish schedules. Soft Skills: Excellent visual communication with strong attention to detail. Proactive problem-solver with a commitment to continuous improvement. Strong time management to handle multiple projects and deadlines effectively. Collaborative mindset to work seamlessly with architects, designers, and project managers. Preferred Qualifications: Bachelor s degree in Architecture, Interior Design, 3D Animation, or a related field. 4 5 years of professional experience specializing in interior fit-out or architectural visualization. Proven portfolio demonstrating expertise in SketchUp and V-Ray interior visualizations. Qualification : Bachelors degree in Architecture, Interior Design, 3D Animation, or a related field

Position Title: Data Architect Department: R&D Engineering Location: Bangalore Experience: 15+ Years Industry: SaaS / Conversational Engagement / Customer Experience Technology About Acqueon: Acqueon is a leading provider of conversational engagement software that enables customer-centric enterprises to proactively engage with their customers across voice, messaging, and email channels. By leveraging a powerful data platform, predictive models, and intelligent workflows, we help brands enhance customer experience, improve collections, and drive revenue growth. With over 200 global clients, Acqueon is at the forefront of AI-powered customer engagement. Role Overview: We are seeking a visionary and technically hands-on Data Architect to lead the development of enterprise-scale data platforms and engineering solutions. You will work closely with Product Owners, Engineering Leadership, and cross-functional teams to define and execute a strategic technology roadmap aligned with Acqueon s business goals. As a key member of our R&D team, you ll lead the design and development of highly scalable, low-latency, fault-tolerant data systems, while mentoring top-tier engineering talent and driving high-impact product features. Key Responsibilities: Architect & Lead: Design and lead development of scalable data architectures and solutions supporting real-time and batch processing, analytics, and enterprise applications. Strategic Ownership: Define and implement the data strategy, technology roadmap, and long-term architecture vision for Acqueon s platforms. Leadership: Manage and mentor a team of senior developers and engineers, fostering innovation, ownership, and delivery excellence. Cross-functional Collaboration: Work with Product, Sales, Engineering, and Customer teams to align on feature development and delivery strategy. Project Management: Oversee the end-to-end delivery of complex features, ensuring adherence to timelines, scalability, and quality standards. System Design: Review architecture and design for robustness, performance, and fault tolerance, including multi-region, high-availability setups. R&D Enablement: Collaborate with international R&D teams and align development efforts across global product initiatives. Innovation & Optimization: Drive architectural decisions, recommend performance improvements, and ensure best practices for enterprise-scale data solutions. Required Skills & Experience: Education: Bachelor s or Master s in Computer Science, IT, or related field. Experience: 15+ years in software development and data architecture, with leadership experience in managing engineering teams. Architecture Expertise: Proven experience in designing scalable, concurrent, distributed, and highly available data systems. Database Proficiency: Strong in SQL/NoSQL databases Experience with MS SQL, Aerospike, DynamoDB, Snowflake In-depth knowledge of micro-partitions, cluster keys, warehouse cloning, time travel in Snowflake Strong in writing and tuning complex stored procedures ETL & Pipelines: Experience in building ETL pipelines and integrating data from S3, Kinesis Streams, APIs Cloud & DevOps: Strong understanding of Docker, AWS, and cloud-native deployment architectures Setting up multi-region resilience, disaster recovery strategies Technologies: Elasticsearch, AWS data services, container orchestration Big Data & Analytics: Exposure to analytical processing and statistical modeling is a plus Leadership: Strong project management skills, stakeholder engagement, and team mentoring experience Preferred Qualifications: Background in customer engagement, VDI, Cybersecurity, or Secure Access technologies Previous experience working with distributed R&D and product teams Knowledge of Acqueon, Citrix, VMware, Omnissa platforms is a plus Certifications in AWS, Snowflake, or similar technologies are an advantage Soft Skills & Behavioral Traits: Strong verbal and written communication skills Strategic thinking with hands-on execution ability High accountability and ownership mindset Ability to work in a fast-paced, dynamic, startup-like environment Comfortable with ambiguity and context-switching Team player with the ability to lead by influence and collaboration Be a part of a fast-growing, AI-driven SaaS company disrupting the customer engagement space Work on cutting-edge technologies with global product teams Ownership of end-to-end solutions and ability to shape the data platform of the future A culture that promotes innovation, agility, and career growth

Position: Capital Markets and Investment Sales Associate Location: Bengaluru Job Overview: We are looking for a dynamic and results-oriented professional to join our Capital Markets team as an Investment Sales Associate. The ideal candidate will play a vital role in supporting sales initiatives and investment strategies within our capital markets division. This role demands strong analytical capabilities, deep knowledge of financial markets, and excellent client relationship management skills. Key Responsibilities: Sales and Business Development: Identify, qualify, and cultivate new business opportunities in capital markets and investment sales Build and maintain strong relationships with institutional investors, high-net-worth individuals (HNWIs), and key stakeholders Advise clients on investment opportunities and assist in structuring deals tailored to their needs Collaborate with senior management to develop customized investment strategies and solutions Market Research and Analysis: Monitor and analyze market trends, capital markets activities, and emerging investment opportunities Conduct comprehensive market research to identify potential deals, acquisitions, and sales prospects Provide clients with timely updates on market conditions, forecasts, and associated risks Transaction Support: Prepare pitch materials, presentations, and investment reports to support sales efforts Coordinate due diligence processes, financial modeling, and transaction documentation Liaise closely with legal, compliance, and internal teams to ensure seamless transaction execution Client Relationship Management: Serve as a trusted point of contact for clients, providing tailored advice and fostering long-term relationships Represent the firm at client meetings, conferences, and industry events to grow the business network Qualifications & Skills: Bachelor s degree in Finance, Economics, Business Administration, or a related field; Master s degree or professional certifications such as CFA or CAIA are a plus 2 to 9 years of experience in capital markets, investment sales, or related financial services Strong understanding of financial products, market dynamics, and investment strategies Excellent communication, negotiation, and relationship-building skills across client levels Proficiency in financial modeling, data analysis, and investment reporting Exceptional attention to detail, strong problem-solving abilities, and capability to manage multiple priorities in a fast-paced environment Qualification : Bachelors degree in Finance, Economics, Business Administration, or a related field

Product Manager Data Warehouse & Business Intelligence Location: Bangalore Company: Mahindra First Choice About Mahindra First Choice Mahindra First Choice is a pioneer in India s multi-brand used car segment. With a strong focus on innovation, data-driven decision-making, and cutting-edge technology, we are transforming the automotive ecosystem and delivering seamless customer experiences. Our commitment to excellence fuels our drive to create scalable, impactful solutions across the value chain. Role Overview We are looking for a strategic and technically strong Product Manager to lead our Data Warehouse and Business Intelligence (BI) initiatives. Based in Bangalore, this role will own the vision, development, and optimization of enterprise-wide data products. You will play a critical role in enabling data-led decisions, working closely with engineering, analytics, and business teams to drive measurable outcomes. Key Responsibilities 1. Product Strategy & Roadmap Define the vision, strategy, and long-term roadmap for Data Warehouse and BI products. Align product goals with overall business strategy through collaboration with senior leadership. Stay abreast of emerging technologies and industry trends to drive innovation in data architecture and analytics. 2. Development & Execution Partner with engineering, data science, and analytics teams to build scalable, high-performance data platforms. Prioritize product features and enhancements based on impact, feasibility, and business value. Lead cross-functional teams to ensure timely and efficient delivery of data solutions. 3. Business Intelligence & Analytics Oversee the development of interactive BI dashboards, reports, and self-service tools to empower business users. Collaborate with business stakeholders to identify critical metrics and create meaningful data visualizations. Champion data quality, consistency, governance, and accessibility across all platforms. 4. Stakeholder Management Serve as the single point of contact for data needs across Sales, Marketing, Operations, Finance, and other departments. Communicate roadmaps, progress updates, and outcomes clearly and effectively to stakeholders at all levels. Gather continuous feedback to refine products and enhance user experience. 5. Performance Monitoring & Optimization Define and track KPIs to assess product adoption, usage, and business impact. Analyze system performance and user engagement to identify areas for improvement. Drive initiatives to increase data platform efficiency and reliability. Qualifications & Skills Required Bachelor s degree in Computer Science, Engineering, Business, or a related field (Master s preferred). 7+ years of experience in product management, specifically in data warehousing, business intelligence, or analytics. Deep understanding of data architecture, ETL processes, and data modeling. Hands-on experience with BI tools like Tableau, Power BI, or Looker. Strong SQL skills and familiarity with cloud platforms (AWS, Azure, GCP). Proven track record of managing complex, cross-functional data projects in fast-paced environments. Ability to translate business needs into scalable, data-driven solutions. Preferred Experience in automotive, mobility, or e-commerce domains. Familiarity with machine learning concepts and advanced analytics techniques. Soft Skills Strong communication, presentation, and stakeholder engagement skills. Analytical mindset with a focus on delivering business value through data. Effective leadership and cross-functional collaboration. High attention to detail and ability to manage multiple priorities. At Mahindra First Choice, you ll join a fast-growing, innovation-led organization at the forefront of transforming the used car market in India. This is a unique opportunity to shape our data landscape and make a real impact on business outcomes. If you're passionate about unlocking the power of data, we d love to meet you. Qualification : Bachelors degree in Computer Science, Engineering, Business, or a related field (Masters preferred)

Tool Design Engineer Location: Bangalore Department: Tool Design Designation: Engineer Tool Design About the Role Sansera Engineering is looking for a motivated and skilled Tool Design Engineer to join our dynamic team. The ideal candidate will be responsible for designing, developing, and testing tooling solutions that support efficient and high-quality manufacturing processes. This role requires close collaboration with production, quality assurance, and supply chain teams to ensure successful project execution and continuous improvement. Key Responsibilities Design and develop cutting tools and fixtures using AutoCAD and 3D modeling software. Select appropriate cutting tools based on process requirements and application. Create detailed engineering drawings including isometric views, GD&T, and basic fixtures. Conduct feasibility studies, perform engineering calculations, and analyze tooling costs (process cost, cycle time, tool cost per component). Troubleshoot issues related to cutting tools and machining processes to improve efficiency. Drive continuous improvements in machining and tooling processes. Prepare technical documentation, reports, and project specifications. Assist in project planning, scheduling, and meeting deadlines within budget constraints. Analyze performance data to optimize tool designs and manufacturing processes. Stay updated on the latest industry trends, technologies, and best practices. Ensure compliance with quality assurance standards and safety protocols. Skills and Qualifications Diploma or Bachelor s degree in Mechanical Engineering. 3 to 6 years of experience in tool design, preferably within a manufacturing or machining environment. Proficiency in AutoCAD and 3D CAD tools for tool design. Strong knowledge of cutting tool selection and machining processes. Familiarity with GD&T (Geometric Dimensioning and Tolerancing). Good understanding of manufacturing processes, materials, and cost optimization. Excellent analytical, problem-solving, and communication skills. Ability to collaborate effectively within cross-functional teams. Awareness of quality standards such as ISO and experience with quality assurance processes. Strong project management skills with the ability to handle multiple tasks concurrently. Opportunity to work with a leading engineering company specializing in high-precision automotive and aerospace components. Dynamic and supportive work environment that encourages innovation and professional growth. Involvement in cutting-edge tooling projects that impact global manufacturing operations. Qualification : Diploma or Bachelors degree in Mechanical Engineering

Job Title: Mechanical Design Engineer Location: Bengaluru Experience Required: 2 to 4 years Minimum Qualification: Bachelor of Engineering (BE) Key Skills Mechanical Product Design 3D Modeling (NX or SolidWorks) Engineering Drawing & Documentation Prototyping & Testing FEA & Tolerance Stack-Up Analysis DFMEA & Risk Assessment Cross-functional Collaboration Supplier & Manufacturing Support Job Summary We are looking for a talented and detail-oriented Mechanical Design Engineer to support the development of innovative mechanical products from concept through to production. The ideal candidate will have 2 4 years of hands-on experience in mechanical design, a strong grasp of engineering principles, and a passion for problem-solving and continuous improvement. Key Responsibilities Support mechanical design efforts for new product development from concept to launch. Create detailed 3D models, engineering drawings, and Bills of Materials (BOMs) using NX or SolidWorks. Build and test prototypes to validate design concepts and performance. Collaborate closely with electrical, software, industrial design, and manufacturing teams. Evaluate material choices, manufacturing processes, and cost implications during the design phase. Perform tolerance stack-up analyses, finite element analysis (FEA), and other engineering calculations. Participate in and support design reviews, DFMEA sessions, and risk assessments. Liaise with suppliers and contract manufacturers to ensure design integrity through production. Maintain accurate documentation in line with engineering change control and regulatory requirements. Contribute to continuous improvement initiatives and intellectual property (IP) development. Qualification : Bachelor of Engineering (BE)

Position: Equity Research (Content/Editorial) - Manager Location: Bengaluru About Groww At Groww, we re a passionate team committed to making financial services accessible to every Indian. Our mission is to empower millions of customers by providing a multi-product platform that enables them to take charge of their financial journey. Customer obsession is at our core every product, design, and algorithm is built with the customer s needs and convenience in mind. At Groww, we believe in a culture of ownership, integrity, and the constant drive to challenge the status quo. Our Vision We believe every individual deserves the knowledge, tools, and confidence to make informed financial decisions. Groww s long-term vision is to be the most trusted financial partner for millions of Indians, offering a diverse range of financial services through a cutting-edge platform. Our Core Values Radical Customer Centricity Our customers are at the heart of everything we do. Ownership-Driven Culture We take responsibility and accountability in all we do. Simplicity We simplify complex financial concepts for better accessibility. Long-Term Thinking We focus on sustainable growth and future impact. Transparency We maintain openness in every decision, interaction, and process. Role Overview We re looking for an Equity Research Lead who can build and lead a team responsible for conducting in-depth analysis on macroeconomic developments, industries, companies, and policies. This role is key in providing high-quality, insightful content that will help over 1.5 crore Groww investors make informed investment decisions. As the manager of this team, you will also drive strategy, foster a culture of excellence, and ensure that your research is communicated effectively across multiple platforms, from reports to social media content. Key Responsibilities: Equity Research: Lead comprehensive research on companies, sectors, and industries, including financial statement analysis, valuation models, and competitive benchmarking. Market & Economic Analysis: Monitor macroeconomic trends, policy changes, and market movements to understand their impact on the equity markets. Content Creation: Produce high-quality research content across various formats, including reports, blogs, videos, and social media posts to effectively communicate findings. Team Leadership: Lead and mentor a team of equity research analysts, fostering a culture of continuous learning and high performance. Client Engagement: Work closely with engagement teams to ensure that your research is effectively communicated and aligns with client needs. Strategic Input: Contribute to the broader research strategy and help shape the direction of Groww s research approach. Compliance: Ensure that all research activities meet regulatory requirements and internal compliance standards. Qualifications: Experience: 3+ years of proven experience in equity research, with a strong track record of delivering high-quality insights. Education: Bachelor's degree in Finance, Economics, or a related field. A Master s degree and/or CFA charterholder is highly preferred. Skills: Strong analytical skills, including proficiency in financial modeling and data analysis tools. Excellent written and verbal communication skills; ability to present complex ideas clearly and engagingly. Leadership experience in managing and motivating teams. Deep understanding of the Indian financial markets and regulatory landscape. Awareness of industry best practices and emerging trends in equity research. Join India s fastest-growing financial services company and be part of a team that's reshaping the financial landscape. Work in a culture of transparency, collaboration, and continuous growth. Lead a passionate team and help millions of users make better investment decisions every day. If you are passionate about equity research and want to make an impact in a fast-growing fintech company, we d love to hear from you. Qualification : Bachelor's degree in Finance, Economics, or a related field. A Masters degree and/or CFA charterholder is highly preferred

Position: Senior/General Manager Corporate Development Location: Bangalore Department: Zetwerk Corporate About Zetwerk Zetwerk is the world s largest global manufacturing network for custom manufacturing, transforming digital designs into high-quality physical products. From simple steel pipes to complex aerospace components, we serve a broad range of industries from traditional sectors like Oil & Gas, Infrastructure, and Aerospace to modern ones such as Renewables, EVs, and Consumer Electronics. Through a network of 1,000+ manufacturing partners, Zetwerk offers advanced capabilities like CNC machining, 3D printing, plastic injection molding, and die casting supported by our proprietary Manufacturing Operating System (ZISO) that delivers real-time tracking, quality assurance, and end-to-end transparency. Why Join Zetwerk We are transforming the future of manufacturing with technology at our core. At Zetwerk, you ll work with ambitious, innovative teams and industry leaders, helping shape how the world builds. We offer you the platform to grow your career, make a tangible impact, and thrive in a collaborative, inclusive culture. Role Overview We are looking for a strategic and driven Senior/General Manager Corporate Development to join our high-performing team. You will lead initiatives that drive Zetwerk s long-term growth ranging from M&A evaluation to partnership development, international expansion, and IPO preparedness. This is a high-impact role with direct visibility to leadership and the opportunity to help shape Zetwerk s future. Key Responsibilities Mergers & Acquisitions (M&A): Identify and evaluate acquisition opportunities aligned with Zetwerk s strategic goals Conduct in-depth market research, financial modeling (DCF, comparables, ROI), and scenario analysis Lead due diligence across legal, financial, tax, and operational domains Create investment memos and board-level presentations Corporate Strategy & Development: Monitor industry trends and competitive landscapes to propose new strategic initiatives Assess expansion into adjacent markets (geographic or technological) Support post-deal integration, performance tracking, and synergy realization Collaborate with cross-functional teams and external stakeholders on deal structuring IPO & Strategic Finance Support: Drive IPO readiness initiatives including internal process improvement, governance, and documentation Assist with investor communications, benchmarking, and capital markets analysis Coordinate with finance, legal, and compliance teams to ensure audit and disclosure readiness Experience: 6 14 years in Corporate Development, M&A, Investment Banking, Private Equity, or related roles Education: MBA with CA/CFA/Engineering background preferred (flexible for exceptional candidates) Skills: Advanced financial modeling and valuation expertise Strong analytical, communication, and presentation skills Ability to lead multiple high-impact projects simultaneously Understanding of regulatory and compliance frameworks What Zetwerk Offers A high-growth environment with unparalleled learning and leadership opportunities A culture that values innovation, ownership, and collaboration Career advancement in a rapidly growing company redefining manufacturing Competitive compensation and performance-linked rewards A chance to be part of a once-in-a-lifetime journey building a world-class business Shape the future of global manufacturing with Zetwerk. Apply now and be part of the revolution. Qualification : MBA with CA, CFA, or Engineering preferred

Job Title: Design Engineer Location: Bengaluru, Karnataka No. of Positions: 1 2 Industry: Home Automation & AV, Building Automation Joining: Immediate About EBSL Automat Pvt. Ltd. EBSL Automat is a leading provider of innovative home automation solutions, dedicated to enhancing everyday living through intelligent technologies. With a strong presence in the smart living and building automation industry, we offer an exciting and collaborative environment for engineering professionals to grow, innovate, and contribute to transformative projects. Position Overview We are looking for a Design Engineer with a passion for CAD modeling, automation, and system development. This role involves collaborating with engineering, drafting, and operations teams to develop accurate, efficient, and high-quality design solutions. If you're technically inclined, detail-oriented, and eager to contribute to cutting-edge smart automation systems, this opportunity is for you. Key Responsibilities Assist in the development and implementation of CAD modeling and drafting standards for consistent documentation and design. Collaborate with cross-functional teams to incorporate Design for Manufacturability (DFM) and Design for Assembly (DFA) into models and technical drawings. Continuously improve design automation processes to boost efficiency and accuracy. Support engineering operations with tools like spreadsheets, parts lists, BOM (Bill of Materials) generation, and calculation templates. Develop internal system procedures to maintain high-quality standards aligned with industry best practices. Document technical procedures, user manuals, and training materials. Provide technical training and support to team members when needed. Contribute to other engineering or development projects as assigned. Skills & Experience Must-Have: Bachelor's degree in Electrical Engineering or a related field. 1 4 years of relevant experience in industrial or design automation. Good verbal and written communication skills. Team player with the ability to work under tight deadlines. Strong attention to detail, creative problem-solving skills, and analytical thinking. Proficiency in CAD software and understanding of design principles. Experience with engineering tools, ERP systems, and MS Office Suite (Excel, Word, Outlook). Preferred/Good-to-Have: Experience in CAD automation or engineering application development (2+ years preferred). Ability to work as a full-stack developer (desktop, web, client platforms) is a plus. Passion for programming and self-driven learning. Ability to work in flexible shifts as required. Familiarity with home automation or building systems is advantageous. Who Can Apply Candidates with 1 4 years of relevant experience. Freshers with strong academic backgrounds and a passion for design & automation are also encouraged to apply. If you're looking to contribute to the future of intelligent living while advancing your engineering career, we invite you to be part of the EBSL Automat journey. Qualification : Bachelor's degree in Electrical Engineering or a related field

Position: Manager - Analytics Location: SEZ4, Bangalore, Karnataka, India Department: Advanced Analytics Employment Type: Subexian Experience Required: 6 to 9 years Job Overview: We are seeking an experienced Manager - Analytics to lead a team of talented data scientists in delivering impactful data-driven solutions. The ideal candidate will have a solid background in analytical methodologies, including machine learning, statistical modeling, and business analytics. You ll be responsible for collaborating with business stakeholders, driving the design and development of advanced analytics models, and ensuring the delivery of high-quality insights that support strategic decision-making. Key Responsibilities: Analytical Methodology: Research, evaluate, and implement new analytical methodologies and approaches to build innovative data-driven solutions. Utilize a blend of mathematics, statistics, machine learning, and business knowledge to solve complex problems. Business Collaboration: Work closely with business leaders and data owners to define key problems and challenges, ensuring the solutions developed have a significant impact on the business. Team Leadership: Lead and mentor a team of junior data scientists, guiding them through the development, deployment, and refinement of machine learning models in a production setting. Advanced Modeling: Utilize a wide range of analytical models, including reliability models, Markov models, stochastic models, Bayesian modeling, classification models, neural networks, and more to address business challenges effectively. Hands-On Expertise: Apply strong hands-on skills in R and Python, using libraries such as NLTK and Sklearn for developing machine learning models and data analysis. Large Data Management: Work with large datasets and distributed computing frameworks like MapReduce, Hadoop, and Hive, ensuring scalable and efficient data processing. Continuous Improvement: Stay up to date with the latest advancements in analytics and machine learning, continually enhancing models and methodologies to deliver cutting-edge insights. Required Technical Skills: Hands-on Experience in Python & R: Strong proficiency in R and Python programming, with experience in libraries such as NLTK, Sklearn, and other machine learning frameworks. Advanced Statistical & Machine Learning Techniques: Proven expertise in at least one of the following: Reliability models Markov Models Stochastic models Bayesian Modelling Classification Models Cluster Analysis Neural Networks NLP (Natural Language Processing) Deep Learning Non-parametric Methods Multivariate Statistics Big Data Tools: Experience working with large datasets and distributed computing platforms such as MapReduce, Hadoop, Hive, etc. Soft Skills: Leadership & Collaboration: Strong leadership skills with the ability to mentor a team of junior data scientists. Excellent collaboration and communication skills to work with business and technical teams. Problem-Solving & Critical Thinking: Ability to approach complex business problems analytically and come up with data-driven solutions. Continuous Learning: A passion for staying up to date with the latest trends and advancements in analytics, machine learning, and data science. At Subex, you ll have the opportunity to work on cutting-edge projects that make a tangible impact on the business. If you're passionate about leading analytics teams and leveraging data science to drive business success, we would love to have you on board.

Position: Data Architect Location: Remote/Hybrid | Bengaluru, IND We're searching for a highly skilled and experienced Data Architect to join our team. If you have a deep understanding of big data technologies and extensive experience with Hadoop, Python, Snowflake, and Databricks, you're the ideal candidate. You'll be responsible for designing, implementing, and managing complex data architectures that support our critical business needs and objectives. What You'll Do: Design & Architecture Leadership: Design scalable and efficient data architecture solutions that meet current and future business data needs. Lead the development of data models, schemas, and databases, ensuring alignment with business requirements. Architect and implement robust data solutions on leading cloud platforms (AWS, Azure, or GCP). Data Management & Governance: Develop and maintain robust data pipelines and ETL processes using Hadoop, Databricks, and other essential tools. Oversee data integration and quality efforts to ensure consistency and reliability across the organization. Implement data governance best practices, focusing on data security, privacy, and compliance. Collaboration & Mentorship: Work closely with data engineers, data scientists, and business stakeholders to translate data requirements into effective technical solutions. Provide technical leadership and mentorship to junior data engineers and architects. Collaborate with cross-functional teams to ensure data solutions align perfectly with overall business goals. Optimization & Innovation: Optimize existing data architectures for peak performance, scalability, and cost-efficiency. Monitor and troubleshoot data systems to ensure high availability and reliability. Continuously evaluate and recommend new tools and technologies to improve our data architecture. What You'll Bring: Experience: 10+ years in data architecture, data engineering, or a related field. Big Data Expertise: Proven experience with Hadoop ecosystems (HDFS, MapReduce, Hive, HBase). Programming Prowess: Strong programming skills in Python for data processing and automation. Data Platform Mastery: Hands-on experience with Snowflake for data warehousing and Databricks for analytics. Cloud Fluency: Extensive experience with cloud platforms (AWS, Azure, GCP) and their data services. Data Modeling: Familiarity with data modeling tools and methodologies. Core Skills: Deep understanding of big data technologies and distributed computing. Strong problem-solving skills to design solutions for complex data challenges. Excellent communication skills, able to explain complex technical concepts clearly to diverse audiences. Proficient in SQL and database performance tuning. Experience with CI/CD pipelines and automation in data environments. Education: Bachelor's degree in Computer Science, Information Technology, or a related field. Preferred Qualifications: Advanced Degree: A Master's degree in a related field. Cloud Certifications: Certifications like AWS Certified Data Analytics, Google Professional Data Engineer, or Microsoft Certified: Azure Data Engineer Associate. Additional Languages: Experience with other programming languages like Java or Scala. Machine Learning Integration: Knowledge of machine learning frameworks and their integration with data pipelines.

Position: Data Science Specialist Employment Type: Full-time Location: Bangalore, On-site Experience Required: 1 to 6 years (Mindset > Experience) About the Role: We re seeking a mission-driven, hands-on Data Analytics Specialist passionate about impact. This is not a typical analytics role you will drive key business metrics across clinical operations, stakeholder reporting, and automation. Collaborate closely with leadership, radiologists, operations, product teams, and AI engineers to ensure every decision is data-driven, actionable, and scalable. If you thrive on building dashboards, automating processes, streamlining pipelines, and driving growth through insights, this is your playground. Key Responsibilities: Own Business KPIs: Take full ownership of company-wide metrics, ensuring their accuracy, relevance, and actionability through stakeholder alignment. Data Engineering: Build and optimize ETL/ELT pipelines integrating data from Postgres, ClickHouse, and other sources. Dashboards & Reporting: Design and maintain intuitive dashboards (Metabase, Power BI, Tableau, Google Data Studio) that stakeholders actively use. Backend Data Transformation: Write clean, reusable code to convert raw data into actionable insights. API Development: Build and maintain internal APIs to serve analytics data to frontend and production systems. Email Automation: Develop real-time and scheduled email reports delivering dynamic insights to stakeholders. Spreadsheet Expertise: Automate and manipulate complex data in Excel/Google Sheets for detailed analysis and reporting. AI & Automation: Collaborate with AI teams to integrate predictive algorithms and automate analytics workflows. Business Acumen: Develop deep understanding of the teleradiology ecosystem clinical workflows, operations, financials, and tech platforms. Proactive Collaboration: Identify data gaps, flag inconsistencies, recommend improvements, and work closely with leadership. Required Skills: Strong Python skills for data analytics (Pandas, NumPy, FastAPI, Jupyter, etc.) Proficient in SQL (ClickHouse, PostgreSQL) with experience optimizing queries End-to-end dashboard ownership from data modeling to UI presentation Experience building or integrating APIs for analytics Advanced spreadsheet skills and formula-driven reporting Experience working with AI/ML models in applied settings (preferred) Hands-on backend data transformations, version control, and automation Familiarity with full-stack development frameworks (bonus) Bonus / Nice to Have: Exposure to dbt, Airflow, ChromaDB, Streamlit, Plotly Knowledge of data privacy, compliance, and healthcare analytics Experience building analytics platforms for SaaS or health-tech companies Mindset We re Looking For: 10x Hustler: Ready to learn fast and go the extra mile to solve problems. Obsessed with Accuracy: Data must be flawless before release. Extreme Ownership: Proactive in driving results without waiting for instructions. Fast Learner: Able to pick up new tools and concepts quickly. Business First, Code Later: Focused on impact, not just coding. Be part of India s fastest-growing teleradiology platform Direct access to leadership and real-world business impact Build game-changing analytics systems and influence strategy Gain exposure to AI, automation, product, and operations in one role Clear ramp-up roadmap and growth plan Expectations in First 3 Months: Build an end-to-end dashboard from scratch Clean up at least one messy data pipeline Automate a stakeholder email update Validate accuracy across critical business metrics Understand full-stack platform structure and propose an improvement