Jobs in United States

Data Scientist Salary India in United States

2,501 active opportunities · Updated October 2026

Explore current data scientist salary india jobs across United States. Filter by work mode, employment type, experience, department, date posted and distance.

Hiring demand

39/100

watch · 70 related jobs

Hiring trend

-85.2%

Job postings compared with the previous 30 days

Remote options

24.3%

Share of matching jobs listed as remote

Typical salary

$139.8K – $139.8K/yr

Based on 9 salary observations

I
📍 Minnesota, United States· Full-time· Remote
✓ High-confidence listing

From $265K/yr

Quick readStrong listing-quality and freshness signals

We're transforming the grocery industry At Instacart, we invite the world to share love through food because we believe everyone should have access to the food they love and more time to enjoy it together. Where others see a simple need for grocery delivery, we see exciting complexity and endless opportunity to serve the varied needs of our community. We work to deliver an essential service that customers rely on to get their groceries and household goods, while also offering safe and flexible earnings opportunities to Instacart Personal Shoppers. Instacart has become a lifeline for millions of people, and we’re building the team to help push our shopping cart forward. If you’re ready to do the best work of your life, come join our table. Instacart is a Flex First team There’s no one-size fits all approach to how we do our best work. Our employees have the flexibility to choose where they do their best work—whether it’s from home, an office, or your favorite coffee shop—while staying connected and building community through regular in-person events. Learn more about our flexible approach to where we work. Overview Enterprise Foundations is the engineering team responsible for the architectural and integration work that allows Instacart's Retailer Platform to scale across the world's largest grocers. Our work spans omnichannel integrations — bringing products like FoodStorm catering and Caper Carts onto unified Instacart platform rails — enterprise extensibility (sandbox environments, configuration systems, retailer-facing tooling), and the cross-cutting data isolation work that allows Instacart's ML and Data Engineering teams to safely build per-retailer models on top of the platform. As Instacart's enterprise retail business expands to hundreds of partner brands and new international markets, this team's work is foundational to how the platform matures. We are seeking a Senior Engineering Manager to lead this team of ~12 engineers. You'll set the unifying technical

AWSGCPAIGo
A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $180K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. NOTE: This role is hybrid and will require the candidate to be based in San Francisco Bay area. The successful candidate will be expected to work from the San Francisco office at least 2-3 days per week. The Community You Will Join: Research has been part of Airbnb from the beginning, ever since Paul Graham told the Airbnb founders, "go to your users." As designers, the founders embraced this advice and got on a plane to meet with Airbnb hosts that very weekend. Since those early days, the value of research has been baked into Airbnb’s product culture. With over 5 million hosts and 2 billion global arrivals, payments are crucial to the experience. Every time a guest books or a host gets paid across 190 countries, they rely on a seamless system. When it works, it drives loyalty; when it fails, it costs bookings—making research in this space critical to our business and our mission of belonging. The Difference You Will Make: As a Staff UX Researcher on Payments, you will be the voice of this community. In this mixed-methods role, you will combine behavioral insights with quantitative data to navigate ambiguity and global complexity. By uncovering user-centered insights and leading cross-functional workshops, you will drive actionable product innovation and build confidence into every transaction—from a first-time guest in São Paulo to a Superhost in Seoul. A Typical Day: Own end-to-end guest payments research, effectively prioritize research across multiple workstreams, plan and execute both foundational and evaluative research that shapes strategy and sharpens payments product experiences. Bala

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%
Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. NOTE: This position is US - Remote Eligible, but includes monthly in-person working sessions at the San Francisco Airbnb office. The Community You Will Join: Research has been part of Airbnb from the beginning, ever since Paul Graham told the Airbnb founders, "go to your users." As designers, the founders embraced this advice and got on a plane to meet with Airbnb hosts that very weekend. Since those early days, the value of research has been baked into Airbnb’s product culture. The Difference You Will Make: We're building our newest incubation work stream, and we're looking for a Staff UX Researcher who is equally strong in qualitative and quantitative methods. You'll be one of the first researchers on the ground for a 0-to-1 effort, which means the questions aren't defined yet, the roadmap will change, and your research will shape both. You'll know when to run fast to unblock a decision and when to go deep to get it right, while bringing senior stakeholders along the way. A Typical Day: Own end-to-end research for new incubation areas, from framing the questions to landing the recommendations. Utilize appropriate qualitative and quantitative methods to deliver fast, actionable insights. Triangulate across data sources and past learnings to get to the right signals in an ambiguous, fast-moving space. Balance speed and rigor: deliver quick reads when the team needs to move, and deeper studies when a decision warrants it, without sacrificing quality. Partner closely with cross-functional teams including Product, Design, Business Operations, and Data Science to shape strategy from research insights. C

A
📍 San Francisco, United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $180K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: The Roadmap Planning & Program Management team sits at the intersection of strategy and execution with the aim of planning and delivering the company’s priority products while providing executives the visibility and input they require to guide bi-annual releases. You will be involved in driving impact on the company roadmap and scaling product-focused program management. As our team grows, we are at the heart of the cross-functional collaboration that connects leaders across design, product marketing, engineering, supply, marketing, operations and other teams. Together, we drive the successful delivery of our roadmap while strategically partnering with key stakeholders to shape Airbnb’s future. The Difference You Will Make: Program Managers drive key activities across several functions in the organization including design, engineering, product marketing, marketing, operations, and more. It is a highly leveraged role that aims to improve the quality and velocity of work across cross-functional teams by acting as a “force multiplier”. They get things done by bringing clarity out of chaos, diving into the details, and communicating clearly and in a timely manner. They're good at building relationships, motivating others with vision, and persuading with data. Success in this role is defined by your ability to make an impact with your critical thinking, attention to detail, ability to zoom out and see the big picture, and influencing key stakeholders. A Typical Day: Partners with engineering, product marketing, design, community support, and other cross functional teams t

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $212K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Difference You Will Make: Airbnb is entering a new era—reimagining how fraud, safety, and quality are measured, protected, and elevated across the digital landscape. Reporting to the Director of Advanced Analytics, Fraud & Safety, you will lead a dispersed team of ~8 advanced analysts tasked with turning safety measurement into governed, self-serve decision systems for Policy, Ops, Legal, Product, and Engineering. You will be a pivotal leader safeguarding Airbnb’s global community. You’ll steer a multidisciplinary team that designs, delivers, and scales state-of-the-art analytics for: Safety (physical & digital) Connected-account & circumvention detection Privacy protection & risk management This role isn’t just about reporting what happened; it’s about building the systems that help Airbnb see around corners. You will democratize data access, build always-on scenario simulators for fraud and safety, and turn incident impacts into seamless signals for continuous improvement. Your insights and systems will empower every stakeholder—from legal to operations, policy to product—to make bold, data-driven, and context-aware decisions in real time. A Typical Day: Own end-to-end analytical workflows for platform safety controls: data ingestion, feature engineering, modeling, experimentation, and visualization. A core mandate is to co-own and drive the enterprise-wide “Safety Single Source of Truth” (SSoT) strategy —a unified, structured data asset and taxonomy that underpins decision-making across Product, Operations, Policy, and Legal. Ensure metrics are future-proof, privacy-compliant, and g

PythonSQLGitAI
A
📍 Illinois, United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $111K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: Our Supply Team is growing, and we want you to be part of it! As a Market Manager, you will play a crucial role in the retention, growth, and optimization of host entrepreneurs and rising hosts in your assigned territory. You will focus on building strong relationships with these hosts, helping them optimize their listings, improve pricing strategies, and enhance their overall success on Airbnb. The Difference You Will Make: As a Market Manager, you will be responsible for the growth of a book of business in your assigned territories by managing professional host accounts and supply acquisition of high quality inventory. You will build Airbnb’s strong market presence in your assigned region in collaborating with other teams as the local in-market expert. As someone who knows the Airbnb mission and values inside out, you will drive all phases of supply acquisition and market success from acquisition strategy development to strategic partner relationship management. You will help develop and iterate scalable, localized supply strategies in your territory aiming to secure our long-term success. A Typical Day: Build and manage partner relationships within assigned territory Directly manage accounts to meet and exceed quarterly/annual sales goals Analyze data and utilize data-driven recommendations to identify and action on strategic opportunities in your region to drive increase in sales Prospect and onboard new, high quality supply in your assigned geography Maintain a baseline understanding of the technical integration of various software partners so that you c

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $200K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: The Relevance and Personalization team at Airbnb is responsible for search and recommendation across the entire Airbnb digital platform. In this role you'll focus on query intelligence, the front door of search working on critical, impactful projects that turn what a guest types, taps, or says into a precise understanding of their intent, spanning autocomplete and smart compose, query tagging, query expansion, and intent modeling across Stays, Experiences, and Services. The Difference You Will Make: Query understanding is where every search begins, and it directly shapes retrieval, ranking, and ultimately the perfect match between guests and hosts. We build cutting-edge AI technologies across the end-to-end search ranking product stack w.r.t. data pipelines, feature and model innovations, serving and experimentation efficiency, leveraging rich signals from various types of data (structured, sequential, image, text, etc) and increasingly large language models at Airbnb. You'll build the models that parse free-form and natural-language multimodal queries, extract entities and location context, classify intent, and anticipate what guests want before they finish typing. We collaborate closely with teams across Airbnb to develop the ranking solutions and support a healthy marketplace for hosts and guests to further Airbnb's mission of creating a world where people can Belong Anywhere. Some past publications from the team can be found here: https://sites.google.com/view/airbnb-relevance-publications/home A Typical Day: Work with large scale structured and unstructured data, build an

PythonJavaKubernetesGit
A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $212K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: Passport & Commerce builds the trusted account and commerce foundation that lets anyone, anywhere, become part of the Airbnb community — from their first sign-up, through the profile and connections they build, to every booking and business transaction along the way. We're a newly formed org within Guest & Host that brings together identity, account, and commerce foundations under one roof. Our mission is to move Airbnb beyond the transaction — building a world where accounts create trust, value sticks, and what our community earns travels with them, and their businesses, wherever they go. You'll work closely with Payments and Wallet engineering, Identity & Privacy, Profile & Community, and Guest & Host product, design, and data science partners as we stand up this team's roadmap and technical foundations. The Difference You Will Make: As a Staff Software Engineer on the Passport team, you will be a key architect behind the next generation of our account platform, directly influencing how millions of guests and hosts experience Airbnb. You'll set technical direction for how account state, eligibility, and entitlements are computed, stored, and served at scale across every surface where a guest or host interacts with Airbnb. Success in this role looks like a Passport platform that is reliable and extensible enough to support new programs and partner integrations without re-architecture — measured through service reliability (uptime, latency, correctness of entitlement calculations), the speed at which new offerings can launch, and adoption of your platform by othe

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $139K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: The Cities team leads the work necessary to implement the regulatory products and processes needed globally to comply with regulations, and does so in a manner that also sustainably supports Airbnb’s growth. The Difference You Will Make: We are seeking an operator who is exceptionally effective, entrepreneurial, collaborative, and an excellent communicator. In this role, you will help us scale regulatory compliance strategies and programs for jurisdictions, presenting to cross-functional peers and leadership. You will be the accountable owner for compliance programs, aligning strategy and execution across disparate stakeholders. You will have an eye towards scale, testing, and iterating to further the capacity of the team. You are both scrappy and polished, enabling you to move quickly while bringing stakeholders along. Ultimately your work will support our Stays business and partnerships with jurisdictions around the world, keeping Airbnb a trusted community. A Typical Day: Develop and drive regulatory initiatives that unlock supply growth and proactively address risks Lead the development and execution of successfully scaled programs across discrete compliance verticals. Create an operational rhythm and manage cross-functional stakeholders, ensuring initiatives are on track, and maintaining project documentation Analyze strategic opportunities for risk reduction across jurisdictions, partner with Engineering, Data Science, Policy and Legal to align roadmaps, and drive successful execution with measurable impact Support strategic projects to drive efficiency and e

SQLAIGoRust
A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $200K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join The Airfam Products team empowers every Airbnb employee to access company information with ease, feel more connected to their colleagues, and experience a culture of belonging. We are the team behind Airbnb's internal digital headquarters — building the products that serve as the front door to company knowledge, community, and productivity for Airbnb's entire global workforce. The Difference You Will Make As the Product Manager for Airfam Products, you will own the strategic direction of Airbnb's employee-facing digital experience layer — a portfolio that touches every single employee every single day. You will set the product vision across One Airbnb, Chrome Tab, and Awedience, driving outcomes at the intersection of employee experience, AI-powered productivity, and organizational knowledge. This is a high-visibility, high-impact role. You will operate as the primary product voice for a domain that spans intranet, browser productivity, and internal events — partnering with EX, BizTech leadership, and platform teams to make deliberate, defensible decisions about what the team builds, when, and why. A Typical Day Define and maintain the product vision, strategy, and multi-horizon roadmap across One Airbnb, Chrome Tab, and Awedience Lead prioritization across a broad inbound request landscape, making clear, well-reasoned calls on what to build and what to decline Collaborate with engineering, design, and data science to ship high-quality features that improve employee productivity and connection Build alignment across cross-functional stakeholders including EX, Ground Control, Content

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $196K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: The Threat Detection and Response team (TDR) at Airbnb is focused on automating security detection, responding to security incidents, and working with partner teams to build capabilities that support the incident lifecycle. This is the front-line team that detects, investigates, and responds to internal & external security threats and malicious activity. This is a key role to help define and execute our vision for threat detection and incident response capabilities and process while mentoring other team members. As a senior engineer on the team, you will have direct impact building, optimizing, and growing securing capabilities as you help deliver world-class threat detection and incident response. The Difference You Will Make: You will be a key member of our growing Threat Detection & Response (TDR) team. You will get an opportunity to define and execute on novel approaches to detecting, containing and mitigating threats and incidents. You will partner with cross-functional partners across the company to improve the overall security of Airbnb driven by learnings and root cause analysis of investigations and incidents resulting in removal of entire classes of problems. A Typical Day: Perform investigations of security incidents using your knowledge of digital forensics and data analytics. Use your coding, data analytics and investigation skills to hunt, detect and respond to threats. Build automation and detection models to support identification of anomalous activity and response activities to mitigate threats at scale. Hunt for threats in our corporate and prod

PythonSQLAWSGit
A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $212K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: Our web and API surfaces handle requests from guests and hosts alongside a growing volume of automated agents: AI assistants, crawlers, and scrapers. We build the systems that bring clarity to this traffic, combining in-house ML and vendor signals to decide in real time how to serve billions of daily requests. Anti-bot and anti-scraping detection is our most adversarial mandate, but the wider challenge is full traffic classification: building evaluation frameworks that tell legitimate automation apart from abusive actors, so high-stakes decisions hold up across the fleet. The Difference You Will Make: You will architect and maintain Airbnb’s end-to-end traffic classification ML systems, balancing high-performance model deployment with rigorous offline data pipelines. Success is measured by your ability to harden edge-traffic policies—targeting reduced bot-incident MTTM—and by establishing rigorous evaluation practices that ensure foundational signal accuracy and evasion-resistance across the fleet. A Typical Day: Own the complete lifecycle of traffic-scoring models, from problem framing to real-time deployment, managing the adversarial feedback loop to ensure high evasion-resistance and directly drive reductions in bot-incident MTTM. Architect robust offline-to-online pipelines that produce certified source-of-truth datasets, establishing rigorous evaluation frameworks—such as stratified benchmarks and leakage-prevention checks—to ensure every model improvement is empirically measurable and defensible. Execute model optimization within strict millisecond latency budgets at the

SQLGitMachine LearningAI
A
📍 San Francisco, United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $212K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. *Multiple openings available* The Community You Will Join: The Roadmap Planning & Program Management team sits at the intersection of strategy and execution with the aim of planning and delivering the company’s priority products while providing executives the visibility and input they require to guide bi-annual releases. You will be involved in driving impact on the company roadmap and scaling product-focused program management. As our team grows, we are at the heart of the cross-functional collaboration that connects leaders across design, product marketing, engineering, supply, marketing, operations and other teams. Together, we drive the successful delivery of our roadmap while strategically partnering with key stakeholders to shape Airbnb’s future. The Difference You Will Make: Program Managers drive key activities across several functions in the organization including design, engineering, product marketing, marketing, operations, and more. It is a highly leveraged role that aims to improve the quality and velocity of work across cross-functional, product development teams by acting as a “force multiplier”. They get things done by bringing clarity out of chaos, diving into the details, and communicating clearly and in a timely manner. They're good at building relationships, motivating others with vision, and persuading with data. Success in this role is defined by your ability to make an impact with your critical thinking, attention to detail, ability to zoom out and see the big picture, and influencing key stakeholders. A Typical Day: Partners with engineering, product marketing, design, co

A
📍 United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $180K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: Airbnb, a leader in travel and hospitality, is on a mission to create a world where anyone can belong anywhere. Long-Term Stay & Luxe is being built with 0-to-1 intensity inside a marketplace that already moves at massive scale, and this team needs people who can operate like founders while still respecting the rigor of a mature, two-sided marketplace. The Difference You Will Make: Airbnb is seeking a Staff, Advanced Analytics to be the analytics owner and strategic partner for Long-Term Stay & Luxe — setting the agenda for what gets measured and tested, building the quantitative models that underpin how the business grows, and operating as a peer to product and business leadership. A Typical Day: Own the end-to-end analytics strategy and roadmap for Long-Term Stay & Luxe — decide what to measure, what to test, and where the biggest leverage is. Prioritization decisions should exist because of your recommendations. Build and evolve the quantitative models that run the business: supply-demand balance, marketplace liquidity, pricing and take-rate models, and LTV/forecasting — going beyond dashboards to build the underlying data models and pipelines. Design and analyze experiments across pricing, search and ranking, host onboarding, and guest conversion. Develop causal-inference approaches (holdouts, proxy metrics, quasi-experimental methods) for the many cases where a clean randomized trial isn't possible given lower volumes or longer booking cycles. Act as a proactive strategic partner to product, GM, and cross-functional leaders — surface insights and recomme

A
📍 San Francisco, United States· Full-time
✓ High-confidence listingCompany trend -98.8%

From $156K/yr

Quick readStrong listing-quality and freshness signals

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way. The Community You Will Join: The Workplace Operations Program Manager is responsible for leading and scaling programs that span the Workplace Operations organization. This role operates across functions and geographies, owning programs end-to-end while building the structure, processes, and tools that enable the broader team to operate consistently and at scale. The Difference You Will Make: This is a cross-functional role that requires strong program management fundamentals, independent judgment, and the ability to influence stakeholders without direct authority. The ideal candidate is comfortable working in ambiguous environments, skilled at building clarity and alignment, and motivated by improving how teams operate and deliver for employees globally. A Typical Day: Own and manage a portfolio of cross-functional programs with global scope, driving delivery from inception through ongoing operation and continuous improvement Develop and maintain program-level policies, processes, playbooks, and operating standards that enable the Workplace Ops team to deliver consistently across regions and functions Lead cross-functional workstreams in partnership with teams across the organization, ensuring Workplace Ops priorities are clearly represented, aligned, and delivered Identify gaps in current program offerings and proactively develop solutions, often without an established playbook Build and scale operational tooling, workflows, and internal resources that improve team effectiveness and the consistency of the employee-facing experience Develop measurement frameworks and synthesize data and feedback to assess

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