Total 2,208 Science / R&D / Research job vacancies

Key Responsibilities

• Being part of the Raffles Health Insurance Actuarial team, to conduct monthly reserve valuations for premium and claims liabilities, ensuring accuracy and compliance with regulatory standards.

• Analyze and present valuation results to stakeholders, providing insights to support strategic decision-making.

• Perform experience studies covering mortality, morbidity and persistency

• Support the development, enhancement, and maintenance of actuarial models and valuation methodologies. This comprises both IFRS 17 and IFRS 4 bases.

• Carry out capital management activities which includes supporting annual ORSA exercise, business projections and budgeting, monitoring the Capital Adequacy Ratio (CAR) and stress testing.

• Manage reinsurance for the in-force block of business. This covers treaty management, reinsurance premium processing, and recoveries.

• Preparation of MAS regulatory returns, ensuring full compliance with local reporting standards.

• Liaise with auditors during annual financial closings, ensuring alignment with both IFRS 4 and IFRS 17 frameworks.

• Collaborate with relevant stakeholders to enhance workflows, as well as ensuring data appropriateness and accuracy.

• Keep up-to-date with changes in actuarial standards, regulations, and industry best practices to ensure compliance and to apply the latest methodologies.

Requirements

• Bachelor’s degree in Actuarial Science, Mathematics, Statistics, or a related field.

• Experience in life and/or health insurance.

• Minimum 3 years of actuarial experience, with a focus on valuation and financial reporting

• Proficiency in Microsoft Office suite of applications, In particular, Excel, Word, PowerPoint and Outlook.

• Familiarity with programming languages such as R, Python, or SQL for data analysis.

• Knowledge of financial reporting standards. In particular, Singapore FRS 4, IFRS17 and Singapore RBC.

• Strong analytical and problem-solving abilities.

• Good progress towards completion of actuarial exams (e.g., Society of Actuaries (SOA), Institute and Faculty of Actuaries (IFoA)).

About the Job

We are in search of a highly motivated and accomplished Research Assistant to join our team and significantly contribute to our ongoing research project "Understanding and Generating Interleaved Image-Text Persuasion". The successful candidate will collaborate closely with our research team, working on the development of multimodal AI. This role offers an exciting opportunity to engage in cutting-edge research in multimodal learning and have a substantial influence on the field.

What You’ll Do

• Conduct literature reviews on multimodal persuasion, visual communication, and the evaluation of large vision-language models.
• Support the design and development of datasets and evaluation frameworks for understanding interactions between images and text.
• Assist in evaluating and enhancing multimodal models for analysing and generating interleaved image-text content
• Summarize experimental results and contribute to the preparation of research reports, presentations, and academic publications.

Who We’re Looking For

• Bachelor degree with background in computer science, data science, artificial intelligence, or a related field.
• Strong interest in multimodal AI, vision-language models.
• Basic experience with Python and machine learning frameworks such as PyTorch is preferred.
• Familiarity with natural language processing, computer vision, or large language models is an advantage.
• Good analytical, communication, and organizational skills.
• Ability to work independently while collaborating effectively with a research team.

Interested applicants are invited to apply directly at the NUS Career Portal. Please note your application will only be processed if you apply via NUS Career Portal.

NUS Career Portal link: https://careers.nus.edu.sg/job/Research-Assistant-%28Multi-Agent-Strategy-Learning%29/33156-en_GB/

We regret that only shortlisted candidates will be notified.

Job Description

This position involves working on a project related to the coordination of large teams of autonomous robots (e.g., UAVs) in mixed cooperative-competitive environments. The Research Assistant will support the development, simulation, testing, and implementation of collaborative control algorithms for multi-agent robotic systems, under the guidance of the PI and senior researchers. The work will first focus on simulation studies and may later involve hardware experiments with project partners. The role provides an opportunity to work with the PI’s team at the National University of Singapore, as well as industrial, government, and overseas collaborators. The successful candidate is expected to be motivated, responsible, and willing to learn, with a Master’s-level background in robotics, control, computer science, electrical engineering, mechanical engineering, or related disciplines. Prior exposure to multi-agent systems, robotic control, reinforcement learning, or autonomous aerial vehicles would be an advantage.

The main research tasks for the project include, but are not limited to:

• Assisting in the development and evaluation of conventional and learning-based controllers for collaborative control of multi-agent robotic systems in mixed cooperative-competitive environments.
• Implementing and testing control algorithms in simulation environments, with possible support for hardware experiments on robotic or UAV platforms.

Qualifications

• Good programming skills in Python.
• Basic experience with PyTorch, deep learning, reinforcement learning, or related machine learning tools.
• Basic understanding of robotics, control systems, machine learning, or multi-agent systems.
• Experience with robotic simulation environments or aerial simulators would be an advantage.
• Prior exposure to UAVs, autonomous robots, or hardware experiments would be beneficial but is not required.• Ability to read research papers and summarize key technical ideas.
• Good written and spoken communication skills.
• Ability to work independently on assigned tasks while collaborating effectively within a research team.

Notes :

•             Locationin the West

•             OvernightShift

•             On JobTraining Provided for Research field

Job Description:

•        To screen study participants in accordance withregulatory guidelines and ethical standards.

•        To conduct informed consent discussions andensure participants understand the study's requirements.

•        To monitor patient progress and collect dataduring clinical trials, ensuring accurate documentation.

•        To administer study-related interventions as perprotocol, including medications and treatments.

•        To conduct assessments and follow-ups withparticipants, addressing any concerns and providing education.

Requirement:

•        Valid SNB & BCLS required

•        Diploma/Degree in Nursing

•        Able to perform IV Cannulation and Phlebotomy

Interested candidates please send a copy of your resume inMS Word to

Valerie@recruitexpress.com.sg

EA Personnel:  ValerieYong Kian Fung (R1103704)

Company Reg. No 199601303W

EA Licence No. 99C4599

COMPANY DESCRIPTION

Singapore Management University is a place where high-level professionalism blends together with a healthy informality. The 'family-like' atmosphere among the SMU community fosters a culture where employees work, plan, organise and play together - building a strong collegiality and morale within the university.

Our commitment to attract and retain talent is ongoing. We offer attractive benefits and welfare, competitive compensation packages, and generous professional development opportunities - all to meet the work-life needs of our staff. No wonder, then, that SMU continues to be given numerous awards and recognition for its human resource excellence.

RESPONSIBILITIES

• This position is for Office of Research Strategy (ORS).
• Conduct systematic reviews of investigator-led research activities, including Ministry of Education (MOE) Academic Research Fund (AcRF) Tier-1 and Tier-2 grants, completed projects, and high-quality unsuccessful proposals.
• Identify research initiatives with potential to evolve into programme-scale research agendas aligned with major national and international funding opportunities.
• Work with faculty investigators, Schools, and research clusters to strengthen early-stage research concepts and programme design.
• Support the repositioning of research proposals toward alternative funding opportunities including philanthropic foundations, corporate social responsibility (CSR) programmes, multilateral research initiatives, and international collaborative research programmes.
• Translate emerging research opportunities into structured programme-level initiatives suitable for major funding schemes.
• Work with Schools, Institutes, and research clusters to co-develop programme-scale research concepts and multi-investigator research initiatives.
• Coordinate the development of large research proposals targeting funding opportunities such as:
• MOE AcRF Tier-3 programmes
• Social Science & Humanities Research Thematic Grant (SSHR-TG)
• Large philanthropic foundation grants
• Multilateral research programmes
• International collaborative funding schemes such as Horizon Europe
• Multi-institution consortium grants
• Manage the institutional pipeline of programme-scale research initiatives, including tracking proposal development and coordinating internal stage-gates for major grant submissions.
• Facilitate collaboration between SMU investigators and external partners including universities, research institutes, international organisations, and philanthropic foundations.
• Coordinate consortium formation and partnership development for multi-institution research proposals and collaborative research initiatives.
• Support the preparation and submission of large grant proposals, including programme design coordination, concept refinement, and integration of partner contributions.
• Engage with external stakeholders including philanthropic foundations, multilateral development institutions, bilateral development agencies, and international research programmes to support proposal development and programme positioning.
• Work closely with ORS leadership to prioritise programme initiatives aligned with institutional research strategy and global funding opportunities.
• Other duties as assigned.

• Master's degree or equivalent professional experience in public policy, international development, economics, social sciences, business, or related disciplines, with 8 to 12 years of relevant professional experience in research programme development, international development initiatives, research funding strategy, or large grant coordination.
• Prior experience working with international research funding ecosystems including philanthropic foundations, multilateral development banks, bilateral development agencies, and international research funding programmes.
• Strong understanding of global research funding ecosystems including philanthropic foundations, multilateral development institutions, development finance organisations, and bilateral development agencies such as the World Bank, Asian Development Bank, Green Climate Fund, United Nations Development Programme, Organisation for Economic Co-operation and Development initiatives, United States Agency for International Development, and the UK Foreign, Commonwealth & Development Office.
• Familiarity with international research funding mechanisms including Horizon Europe, large foundation grants, collaborative research programmes, consortium funding initiatives, and multilateral research partnerships.
• Demonstrated experience conceptualising programme-scale research or development initiatives aligned with major international funding opportunities.
• Experience coordinating large research proposals or programme-level grant submissions involving multiple investigators and institutional partners.
• Ability to translate investigator-led research into programme-level initiatives aligned with major funding priorities.
• Experience managing multi-institution or multi-country collaborations involving universities, research institutes, international organisations, government agencies, or philanthropic foundations.
• Strong project management capability to track research proposal pipelines and coordinate complex multi-partner programme submissions.
• Excellent written communication skills, particularly in developing programme concepts, research funding proposals, and strategic concept notes.
• Experience working within or alongside international development organisations, multilateral institutions, global foundations, or international research programmes will be highly advantageous.

#LI-KC1

Candidates who do not possess the stipulated qualifications but have relevant work experience may still apply. Remuneration and appointment terms shall commensurate with qualifications and experience. SMU reserves the right to modify the appointment terms where necessary.

Young and research-intensive, Nanyang Technological University, Singapore (NTU Singapore) is ranked among the world’s top universities. NTU’s College of Computing and Data Science (CCDS) is a leading college that is known for its excellent curriculum, outstanding and impactful research, and world-renowned faculty.

A hot bed of cutting-edge technology and groundbreaking research, the College aims to groom the next generation of leaders, thinkers, and innovators to thrive in the digital age. Located in the heart of Asia, NTU’s College of Computing and Data Science is an ‘exciting place to learn and grow. We welcome you to join our community of faculty, students and alumni who are shaping the future of AI, Data Science and Computing.

Key Responsibilities:

• Read, understand, and summarize the latest literature on diffusion models, especially their use in sampling from un-normalized probability distributions

• Read, understand, and summarize the latest literature on inference in state-space models with particle filters

• Devise, implement, and inspect theoretical properties of new methods for inference using diffusion models

• Publish results in reputable international journals and conferences

• Present results and establish new research networks at reputable international conferences

• Participate in internal events (reading groups, seminars, etc.) as required

Job Requirements:

• Preferably Master’s degree in Computer Engineering, Computer Science, Electronics Engineering or equivalent.

• Independent, highly analytical, proactive and a team player

• Excellent teamwork and verbal, written communication skills

• In-depth knowledge relevant to the project domain.

• Demonstrated capability to conduct innovative research.

• The ability and willingness to adapt and incorporate novel ideas and approaches in scientific industry.

• Demonstrated ability to formulate hypothesis and design effective experimental plans.

• Ability to design and implement new experimental methods.

• High-level expertise in the required experiment or modelling methods.

• Ability to initiate collaboration research in multidisciplinary team.

• Oversee and report project progress.

• Ability and willingness to work some flexible hours.

We regret that only shortlisted candidates will be notified.

Interested applicants are invited to apply directly at the NUS Career Portal. Please note your application will only be processed if you apply via NUS Career Portal.

NUS Career Portal link: https://careers.nus.edu.sg/job/Assistant-Manager%2C-Contracts-&-Admin-Management/33092-en_GB/

We regret that only shortlisted candidates will be notified.

Job Description

The candidate will be responsible for developing printable inks based on natural material-derived precursors, such as natural materials-derived calcium phosphate, or related biomineral materials. The work will involve optimizing ink rheology, printability, shape fidelity, and structural stability for extrusion-based 3D printing. The candidate will also design and fabricate porous scaffold architectures with controlled pore size, porosity, and interconnectivity, while optimizing printing parameters such as nozzle size, extrusion pressure, printing speed, and layer height.

A key part of the project will involve post-processing and material conversion of the printed constructs. The candidate will develop and optimize sintering or thermal treatment protocols to convert printed structures into bone-relevant ceramic phases. Through this process, the candidate will help tune the phase composition and mechanical performance of the scaffolds, with the goal of producing reproducible and scalable bone implant prototypes.

Qualifications

•             Bachelor’s degree in mechanical engineering, materials science, or a related field

•             Demonstrated experience in material characterization

•             Team player, able to work collaboratively in a team environment

Primary Maths Teacher 

Location: Novena, Goldhill Plaza (5 min walk from Novena MRT)
Working days & Time:  

• 5 day work week (Including one weekend) 
• Rest day on Friday and Saturday
• 11am-730pm(weekday), 830am-630pm(weekend)

Salary: $3,800-$5,000

Job Description

• Execute the centre’ curriculum with fidelity (approximately 3 lessons per day, 2 hours per class, 30 minute break between each lesson).
• Record students’ quiz results and utilise our proprietary data-analytics platform to monitor and analyse class and students' learning performance.
• Provide parents with updates on performance and progress.
• Provide support and ideas towards the improvement, planning, and development of our curriculum.
• Perform necessary administrative tasks, provide coverage for peers, attend team meetings as scheduled.

Job Requirements

• Bachelor’s Degree Graduate.
• At least 2 years of teaching/tutoring experience (preferred)

If you are keen to apply, please send me your resume and job applied for on WhatsApp at 9789 3505 or email me at anabel.thesupreme@gmail.com (˶ᵔ ᵕ ᵔ˶)

❄️Anabel Boon Xue Qi | Recruitment Consultant (R25159272) |

HPC Administrator (Linux / Cluster / System Administrator) – 1–3 Years Experience

Role Overview

We are seeking a High Performance Computing (HPC) Administrator to support the deployment, monitoring, and maintenance of HPC clusters, Linux systems, and IT infrastructure. This role is ideal for candidates with experience in Linux system administration, cluster computing, and data center environments.

Key Responsibilities

• Support daily operations of HPC clusters (compute, storage, networking)
• Monitor system performance, job scheduling (Slurm, PBS, LSF), and resource utilization
• Install, configure, and patch Linux/Unix systems (RHEL, CentOS, Ubuntu)
• Manage CPU-based servers (bare metal and virtualized environments – VMware/KVM)
• Perform system monitoring, health checks, troubleshooting, and incident management
• Assist with user onboarding, access control (LDAP/AD), and environment configuration
• Support cluster scaling, performance tuning, and HPC optimization
• Work with networking (TCP/IP, DNS) and storage systems (NAS, SAN, parallel file systems)
• Maintain technical documentation, SOPs, and runbooks

Required Skills & Experience

• 1–3 years of experience in Linux System Administration / Infrastructure Support / HPC Operations
• Exposure to HPC environments, cluster computing, or high-performance systems
• Strong hands-on experience with:Linux OS (RHEL, CentOS, Ubuntu)Server management (physical servers, virtualization)
• Understanding of:Networking fundamentals (TCP/IP, DNS, SSH)Storage technologies (NAS, SAN, distributed or parallel file systems)
• Experience with scripting (Bash, Shell, Python)
• Strong troubleshooting, problem-solving, and analytical skills

Preferred / Nice-to-Have Skills

• Experience with GPU computing / GPU clusters (NVIDIA, CUDA)
• Exposure to cloud platforms (AWS, Azure, GCP – HPC workloads)
• Familiarity with monitoring tools (Prometheus, Grafana, Nagios, Zabbix)
• Knowledge of DevOps tools (Ansible, Terraform – basic exposure)

Research assistant in “Quantum computing engineer”

The Nanyang Quantum Solutions team led by Prof. Marek Gluza at NTU Singapore is seeking a new member to propose new quantum algorithmic solutions based on Riemannian geometry.

With whom? With Prof. Marek Gluza at NTU Singapore who is eager to debate with you whether double-bracket quantum algorithms or a different approach are the right one when executing on Helios or Heron. The research group is being formed and see https://marekgluza.github.io/ for the intended culture centered on the idea of serving experimental efforts through theoretical support developing quantum middleware solutions.

Key Responsibilities:

• Perform quantum compilation optimizing towards successful execution on quantum hardware.

• Support research on quantum algorithms by performing auxiliary data processing tasks.

• Analyze prospects of new research directions

Job Requirements:

• Bachelor's degree in mathematics, physics, computer science or related field

• At least 1 years of relevant experiences in research on quantum computing, e.g. final year project

• Excellent written and oral communication skills

• Proficiency in material covered by Nielsen and Chuang’s textbook

• Ability to work independently, develop solutions under strict timelines, meticulous and eye for details, excellent organizational and time management skills.

Supplementing a cover letter: As part of our merit-based hiring, we recognize that potential isn’t always reflected in traditional metrics. We invite all applicants to contextualize their journey in a personally written cover letter. This helps us evaluate your prospective potential alongside your existing abilities; see the guide for applicants for more information. Applicants from underrepresented groups or those from countries affected by crises are particularly encouraged to provide one (please do not rely on AI to generate it).

We regret to inform that only shortlisted candidates will be notified.

The NUS High School is a specialised school offering a seamless 6-year programme to students between the ages of 12+ and 18 years and who have an aptitude for Mathematics and Science. We invite suitable applicants for the following position.

Assistant Head in the following subject: Geography
We are looking for candidates who possess a relevant professional teaching qualification (or Post-Graduate Diploma Education equivalent) and

• have a passion in the relevant teaching subjects and inspire students to love the subjects via teaching and role modelling
• can participate and contribute to the planning, development and teaching of an integrated 6-year curriculum in the relevant teaching subjects
• are effective within and outside the classroom, adopt innovative pedagogies such as IT-enabled learning, differentiated learning, collaborative learning and learner-focused interaction
• can initiate and mentor research projects
• are able to provide for the learning needs and character development of high-ability learners ranging from 12+ to 18 years of age
• are able to contribute as an effective Co-curricular Activities (CCA) teacher and form-teacher

Requirement

• Competent in teaching Geography up to O-Level and/or A-Level H2 and/or H3 content.
• Experience in teaching Social Studies (Upper Secondary) is advantageous.
• Research work experience is desirable – able to offer and guide Humanities/interdisciplinary research projects for high school students.
• Driven and able to support Head of Department to lead the department in designing, implementing and evaluating an integrated 6-year curriculum

Employment Terms:
2-year contract, subject to renewal

Remuneration will be commensurate with qualifications and experience. Interested applicants, please email your detailed resume to hr@highsch.nus.edu.sg

Only shortlisted candidates will be notified.

Company Overview:
For over 10 years, we’ve been shaping Singapore’s construction landscape with one mission: building a greener, smarter tomorrow. As ACMV specialists, we design energy‑efficient systems that cut carbon footprints and make spaces cleaner, healthier, and future‑ready. Our team is curious, passionate, anddriven to push boundaries—every project is a chance to leave a lasting impact.

Why You’ll Love It Here

Company Overview:
For over 10 years, we’ve been shaping Singapore’s construction landscape with one mission: building a greener, smarter tomorrow. As ACMV specialists, we design energy‑efficient systems that cut carbon footprints and make spaces cleaner, healthier, and future‑ready. Our team is curious, passionate, and driven to push boundaries—every project is a chance to leave a lasting impact.

Why You’ll Love It Here

Implicant Pte. Ltd. is a Singapore deep-tech spin-off from NTU SPMS. We build machine learning models that are interpretable by design and run on encrypted data using fully homomorphic encryption (FHE). We are building a managed cloud platform for FHE-protected interpretable model training and inference, targeting financial services, defense, healthcare, and clinical analytics.

Key Responsibilities:

• Build and ship features across the Implicant platform end-to-end, from database migration through API to frontend, with no handoffs.

• Extend the training and inference platform (data ingestion, training jobs, Pareto frontier analysis, rule extraction, distillation pipelines).

• Maintain and grow the customer-facing dashboard (inference page, model catalogue, billing).

• Co-build the external API and Python SDK alongside the current full-stack lead.

• Implement the FHE bootstrap key onboarding flow for clients running encrypted inference.

• Wire Stripe billing and metering into the platform.

• Own backend workflows for training jobs and asynchronous compute (FastAPI with Temporal-style orchestration).

• Contribute to platform security and reliability (row-level security, authentication, audit logging).

Job Requirements:

• Bachelor's degree in Computer Science, Software Engineering, or a related field.

• 4 years of relevant experience

• Proven experience as full-stack engineer

• Effective communication and interpersonal skills to collaborate with other engineers.

• At least 3 years of full-stack experience shipping customer-facing software end-to-end.

• Strong working knowledge of Python with FastAPI (or similar) and TypeScript with a modern frontend framework (Svelte preferred; React or Vue acceptable).

• Production experience with PostgreSQL, including row-level security.

• Good understanding of Machine Learning (architecture principles and ML librairies)

• ML-literate: comfortable reading scikit-learn and PyTorch code and working with tabular machine learning workflows.

• Comfortable in a small team with direct ownership and minimal process overhead.

• Based in Singapore or willing to relocate.

We regret that only shortlisted candidates will be notified.

Job Summary:

The Channel Sales will be responsible for driving and expanding D-Link's presence in the Singapore retail and superstore channels. This role will involve managing relationships with key retail partners, ensuring the successful promotion and sales of D-Link products, and achieving sales targets. The Channel Sales will work closely with cross-functional teams to develop and execute sales strategies that maximize retail distribution, improve brand visibility, and increase revenue within the retail sector. The ideal candidate will have a strong understanding of the local retail market, exceptional communication skills, and the ability to foster long-term relationships with retail partners.

Key Responsibilities:

1. Channel Development & Management:Build and maintain strong relationships with retail partners, including superstores, IT retailers, and e-commerce platforms in Singapore.
   Identify new potential retail partners and develop new business opportunities in the channel.
   Ensure the efficient execution of sales strategies within the retail sector, driving D-Link product sales in stores and online.
   
2. Sales Target Achievement:Set and monitor sales targets for retail accounts in collaboration with the regional sales team.
   Drive channel growth and ensure the achievement of monthly, quarterly, and annual sales targets.
   Analyze sales performance, identify opportunities for growth, and develop strategies to achieve sales goals.
   
3. Product Promotion and Merchandising:Oversee product placement and merchandising in retail outlets to enhance visibility and drive customer engagement.
   Collaborate with retail teams to ensure that D-Link products are adequately represented in-store through promotional activities, displays, and marketing materials.
   Support retail partners with training on D-Link product features, benefits, and customer value propositions.
   
4. Market Intelligence & Competitor Analysis:Monitor and analyze competitor activities, market trends, and consumer behavior to identify opportunities and threats within the retail space.
   Provide feedback to D-Link's product and marketing teams based on insights from the retail channel.
   
5. Marketing & Promotions:Work closely with the marketing department to plan and execute joint marketing campaigns, seasonal promotions, and product launches that drive foot traffic and sales.
   Ensure timely and effective promotional campaigns are implemented across retail partners to boost product sales.
   
6. Relationship Management:Serve as the main point of contact for all retail partner inquiries, ensuring excellent communication and a high level of customer service.
   Conduct regular visits to retail outlets to build relationships, understand customer needs, and provide support.
   
7. Reporting & Performance Tracking:Track, measure, and report on retail sales performance against targets, KPIs, and key metrics.
   Provide regular updates to management on the sales pipeline, key wins, and opportunities for growth within the retail channel.
   Use CRM tools and analytics to manage accounts and monitor performance.
   
8. Channel Support & Customer Satisfaction:Provide ongoing support to retail partners, helping them to resolve issues and ensuring high levels of customer satisfaction.
   Collaborate with internal teams to ensure retail partners are equipped with the right tools, training, and support for success.

Key Qualifications & Skills:

• Experience: Minimum of 3-5 years of experience in channel sales, retail sales, or account management, preferably in the technology or networking industry.
• Knowledge: Strong understanding of the Singapore retail landscape, including experience working with IT superstores, large retail chains, and e-commerce platforms.
• Skills: Excellent interpersonal and communication skills; strong negotiation and relationship-building abilities; analytical skills for market analysis and sales forecasting
• Problem-Solving: Ability to quickly identify problems and implement solutions to meet sales goals and improve retail performance.
• Language: Proficiency in English (additional languages, such as Mandarin, will be an advantage).
• Travel: Willingness to travel within Singapore for store visits, partner meetings, and events.

Key Performance Indicators (KPIs):

• Achievement of sales targets and revenue growth for retail channels.
• Expansion and management of retail partner relationships.
• Successful execution of promotional campaigns and product launches in retail stores.
• Improvement in product visibility and sales performance in key retail outlets.
• Customer satisfaction and feedback from retail partners.