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Expedia Group brands power global travel for everyone, everywhere. We design cutting-edge tech to make travel smoother and more memorable, and we create groundbreaking solutions for our partners. Our diverse, vibrant, and welcoming community is essential in driving our success. Why Join Us? To shape the future of travel, people must come first. Guided by our Values and Leadership Agreements, we foster an open culture where everyone belongs, differences are celebrated and know that when one of us wins, we all win. We provide a full benefits package, including exciting travel perks, generous time-off, parental leave, a flexible work model (with some pretty cool offices), and career development resources, all to fuel our employees' passion for travel and ensure a rewarding career journey. We’re building a more open world. Join us. Machine Learning Scientist III - Experimentation Science (Statistical Methodologies) Introduction to team: As a Machine Learning Scientist III on our Experimentation Science team, you will play a critical role in shaping the statistical methodologies that underpin Expedia Group’s experimentation platform. Your work will ensure that every feature change on our website—from button colors to booking flows—is rigorously tested to maximize business impact. This role blends research and practical application, requiring you to design, evaluate, and improve hypothesis testing frameworks and experimentation techniques. You will collaborate closely with platform engineers to implement scalable solutions, provide expert guidance to stakeholders, and drive innovation through cutting-edge statistical research. This position offers a unique opportunity to apply deep statistical expertise in a dynamic environment where your contributions directly influence product decisions and customer experiences worldwide. In this role, you will: * Lead the development and validation of advanced statistical methodologies to support Expedia Group’s experimentation platform, ensuring robust and reliable A/B testing across the website’s features and user experiences * Collaborate closely with the experimentation platform team to design, implement, and scale new testing frameworks and tools that enhance the platform’s capabilities and reporting accuracy * Provide expert guidance and training to cross-functional teams on experimental design, hypothesis testing, and statistical best practices to optimize test duration, sample size, and overall experiment quality * Conduct original research to explore and develop innovative approaches for experimentation challenges, including designing proof-of-concept studies and integrating new methodologies into production workflows * Analyze complex experimental data, build simulation frameworks to quantify error rates, and communicate findings clearly to both technical and non-technical stakeholders to inform business decisions What we're looking for: * Deep expertise in statistical methodologies, particularly hypothesis testing, design of experiments, and interpretation of p-values and confidence intervals, with the ability to apply these concepts rigorously in an experimentation context * Strong analytical mindset with the capability to structure complex business problems and translate them into statistically sound experimental designs and solutions * Proficiency in programming with experience in Python, PySpark, R, or similar languages, sufficient to implement and test statistical models and simulations, with an emphasis on correctness over advanced coding skills * Demonstrated ability to conduct independent research, quickly learn new statistical techniques, and develop proof-of-concept models that can be scaled and integrated into production experimentation platforms * Excellent communication skills to clearly explain complex statistical concepts and experimental results to both technical and non-technical stakeholders, ensuring alignment and understanding across teams Minimum qualifications: * A bachelor’s degree or higher in Mathematics, Statistics, or a closely related quantitative field, providing a strong foundation in statistical theory and experimental design * Proven expertise in hypothesis testing, design of experiments, and statistical methodologies critical to experimentation science * Solid programming skills in at least one language such as Python, R, or PySpark, with the ability to write clean, maintainable code to support research and implementation * Experience applying statistical rigor to real-world business problems, with the ability to independently lead and deploy methodologies at scale * Strong analytical mindset with the capacity to research, evaluate, and implement new statistical approaches and simulation frameworks * Excellent communication skills to clearly explain complex statistical concepts and results to both technical and non-technical stakeholders * Ability to work collaboratively within a small, focused team and liaise effectively with platform engineers and business partners * Prior experience in experimentation platforms or A/B testing environments is highly desirable * Autonomy and accountability to serve as a point of contact for statistical methodologies within the team Expedia Group is proud to offer a wide range of benefits to support employees and their families, including medical/dental/vision, paid time off, and an Employee Assistance Program. To fuel each employee’s passion for travel, we offer a wellness & travel reimbursement, travel discounts, and an International Airlines Travel Agent (IATAN) membership. ___. Accommodation requests If you need assistance with any part of the application or recruiting process due to a disability, or other physical or mental health conditions, please reach out to our Recruiting Accommodations Team through the ___. We are proud to be named as a Best Place to Work on Glassdoor in 2024 and be recognized for award-winning culture by organizations like Forbes, TIME, Disability:IN, and others. Expedia Group's family of brands includes: Brand Expedia®, Hotels.com®, Expedia® Partner Solutions, Vrbo®, trivago®, Orbitz®, Travelocity®, Hotwire®, Wotif®, ebookers®, CheapTickets®, Expedia Group™ Media Solutions, Expedia Local Expert®, CarRentals.com™, and Expedia Cruises™. © 2024 Expedia, Inc. All rights reserved. Trademarks and logos are the property of their respective owners. CST: 2029030-50 Employment opportunities and job offers at Expedia Group will always come from Expedia Group’s Talent Acquisition and hiring teams. Never provide sensitive, personal information to someone unless you’re confident who the recipient is. Expedia Group does not extend job offers via email or any other messaging tools to individuals with whom we have not made prior contact. Our email domain is @expediagroup.com. The official website to find and apply for job openings at Expedia Group is ___. Expedia is committed to creating an inclusive work environment with a diverse workforce. All qualified applicants will receive consideration for employment without regard to race, religion, gender, sexual orientation, national origin, disability or age.

Overview GlaxoSmithKline (GSK) is a science-led global healthcare company with a special purpose: to help people do more, feel better, live longer. We are on an audacious journey to impact the health of 2.5 billion people over the next decade. Our R&D division is at the forefront of this mission, dedicated to the discovery and development of groundbreaking vaccines and medicines. We are transforming the landscape of medical research by integrating cutting-edge science and technology and harnessing the power of genetics and new data. By fostering a collaborative environment that unites the talents of our people, we are revolutionizing R&D to pre-empt and defeat diseases. Join us in our commitment to uniting science, technology, and talent to get ahead of disease together. Role/Project Overview At GSK we see a world in which advanced applications of Machine Learning and AI will allow us to develop novel therapies to existing diseases and to quickly respond to emerging or changing diseases with personalized drugs, driving better outcomes at reduced cost with fewer side effects. It is an ambitious vision that will require the development of products and solutions at the cutting edge of Machine Learning and AI, as well as extensive safety and robustness evaluations. We’re looking for a highly skilled full stack engineer to help us make this vision a reality. Competitive candidates will have a track record of writing and shipping quality, well-documented and well-tested software in the AI/ML industry. We are looking for candidates with experience in the field of Responsible AI, preferably for generative AI or language applications. In addition to ML engineering and data science skills, ideal candidates will demonstrate a keen interest in ethical and safety aspects of using AI in drug discovery and the clinic. The Responsible AI team is built on the principles of ownership, accountability, continuous development, and collaboration. This fixed-term position is a unique opportunity to contribute to the development and evaluation of generative AI for drug discovery in a fast-paced environment, with a focus on impact and in collaboration with a large team. Our leaders will be committed to your career and development from day one. Key Responsibilities • Define and implement key safety metrics for generative AI (and in particular language) applications., • Perform user research to understand the application’s risks and failure modes., • Integration of AI/ML components with frontend, backend, data and compute infrastructure, • Responsible for high quality software implementations according to best practices and expected to participate in code reviews., • Liaise with other technical staff and data engineers in the team and across allied teams, to build an end-to-end pipeline consuming other data products., • Deliver ML- and data-driven insights on GenAI datasets. Minimum Qualifications • A degree in a quantitative or engineering discipline (e.g., computer science, computational biology, bioinformatics, engineering, among others); OR equivalent work experience as a professional ML engineer or data scientist., • Prior experience carrying out user research for software development., • Knowledge of generative AI and large language models., • Strong skills in Python, including development and testing., • Knowledge of agile practices and able to perform in agile software development environments., • Strong knowledge of modern software development tools / ways of working (e.g. git/GitHub). Preferred Qualifications • Knowledge of AI/ML approaches and deployment of AI/ML powered applications – especially using language models or NLP and agent-based approaches (e.g. LangGraph, PydanticAI, AutoGen)., • Prior experience conducting user research for AI applications., • Knowledge of AI/ML evaluation and benchmarking approaches, including safety and robustness evaluations., • Web-based front end development experience. Why GSK? Uniting science, technology and talent to get ahead of disease together. GSK is a global biopharma company with a special purpose – to unite science, technology and talent to get ahead of disease together – so we can positively impact the health of billions of people and deliver stronger, more sustainable shareholder returns – as an organisation where people can thrive. We prevent and treat disease with vaccines, specialty and general medicines. We focus on the science of the immune system and the use of new platform and data technologies, investing in four core therapeutic areas (infectious diseases, HIV, respiratory/ immunology and oncology). Our success absolutely depends on our people. While getting ahead of disease together is about our ambition for patients and shareholders, it’s also about making GSK a place where people can thrive. We want GSK to be a place where people feel inspired, encouraged and challenged to be the best they can be. A place where they can be themselves – feeling welcome, valued, and included. Where they can keep growing and look after their wellbeing. So, if you share our ambition, join us at this exciting moment in our journey to get Ahead Together. Inclusion at GSK GSK is an Equal Opportunity/Affirmative Action Employer. All qualified applicants will receive equal consideration for employment without regard to race, color, national origin, religion, sex, pregnancy, marital status, sexual orientation, gender identity/expression, age, disability, genetic information, military service, covered/protected veteran status or any other federal, state or local protected class. If you need any adjustments in the recruitment process, please get in touch with our Recruitment team () to further discuss this today. Important notice to employment businesses/agencies GSK does not accept referrals from employment businesses and/or employment agencies in respect of the vacancies posted on this site. All employment businesses/agencies are required to contact GSK's commercial and general procurement/human resources department to obtain prior written authorization before referring any candidates to GSK. The obtaining of prior written authorization is a condition precedent to any agreement (verbal or written) between the employment business/ agency and GSK. In the absence of such written authorization being obtained any actions undertaken by the employment business/agency shall be deemed to have been performed without the consent or contractual agreement of GSK. GSK shall therefore not be liable for any fees arising from such actions or any fees arising from any referrals by employment businesses/agencies in respect of the vacancies posted on this site. Please note that if you are aUS Licensed Healthcare Professional or Healthcare Professional as defined by the laws of the state issuing your license, GSK may be required to capture and report expenses GSK incurs, on your behalf, in the event you are afforded an interview for employment. This capture of applicable transfers of value is necessary to ensure GSK’s compliance to all federal and state US Transparency requirements. For more information, please visit GSK’s Transparency Reporting ___ site.

Enforcement Agent Watford Salary- £25,300-£28,500 +commission OTE £50-£80k and company vehicle Join a growing enforcement company and kickstart your career as a Trainee Enforcement Agent.No certification needed—full training provided! Work in the field helping people

Self-Employed Enforcement Agent Commission Only.Earnings: £40,000 £90,000+ OTE.Uncapped Commission | Weekly Pay | Full Training Provided).Availability Nationwide Field-Based (Within 1-Hour Radius of Your Home Postcode).Full UK Driving Licence Required.Are you confident, resilient, and self motivat

Title: Wayfinding Strategist, Branded Environments Job Type: Perm Job Hours: Full time Location: Hybrid (3 days in London studio, Mon and Wed fixed) Salary range: £50k – £55k plus benefits The speed read: You get the chance to work on international projects and with people from different disciplines, to become a true expert in your field. You may be a strategist already. Or you could be a designer, a project manager or a design manager that has done plenty of strategy as part of your role and now wants to focus wholeheartedly in this field. The facts: This isn’t ‘just’ signage you are doing the thinking and planning for. These are complicated wayfinding systems for large scale cultural destinations, mixed use spaces, retail spaces, transport systems for high profile brands and businesses. You get the chance to see the whole process through from wayfinding systems strategy and planning to implementation. You will feel like you truly own your projects and be super-connected with the broader team of architects and designers in a very well-regarded business. You will have: • Experience developing the thinking and planning behind complex signage systems, • Excellent skills in audits, detailed reports and recommendations, • Great presentation skills, • The chance to develop your people management skills with a small number of jnrs and mids that are keen to learn., • 5+ years relevant experience in wayfinding. You’ll be: • Able to interpret architectural and 3d drawings, read complex information and plan clear wayfinding solutions and schedules., • Astonishingly organised and methodical in your work, • Personable, authentic and a team player who loves their work, • Across accessibility, legibility and industry best practice in wayfinding and signage design., • Able to use some of the following packages: Adobe Creative Suite, Revit, Autodesk, Sign Agent, and MS Office. You will be joining an international business that is at the top of their game and greatly respected, but still incredibly down to earth and supportive as a team culture. Please attach CV and Portfolio/Link to website (for design roles) Applicants must be living in and have the right to work in the UK.Job Ref: 38434

HCLTech is a global technology company, home to 219,000+ people across 54 countries, delivering industry-leading capabilities centered on digital, engineering and cloud, powered by a broad portfolio of technology services and products. We work with clients across all major verticals, providing industry solutions for Financial Services, Manufacturing, Life Sciences and Healthcare, Technology and Services, Telecom and Media, Retail and CPG, and Public Services. Consolidated revenues as of $13+ billion. Senior AI Developer(Agentic Experience) Role Summary We are seeking an experienced Senior AI Developer. This role focuses on the design, development, and deployment of intelligent autonomous systems that can reason, plan, and execute complex tasks. The ideal candidate will build production-grade AI solutions that drive significant innovation and efficiency within our global financial services operations. Core Responsibilities • Architect Autonomous Agents: Design and implement robust, goal-driven AI agents using leading frameworks like LangChain, LangGraph, and the Google Agent Development Kit (ADK)., • Develop and Evaluate RAG Pipelines: Engineer and optimize end-to-end Retrieval-Augmented Generation (RAG) systems, including data ingestion, chunking strategies, and implementing rigorous pipeline evaluation frameworks for accuracy and performance., • Fine-Tune & Optimize LLMs: Implement advanced model customization techniques, including PEFT (Parameter-Efficient Fine-Tuning) and QLoRA, to adapt large language models for specialized financial tasks., • Deploy Cloud-Native AI Solutions: Build, deploy, and manage scalable AI applications on the Google Cloud Platform (GCP), with a strong focus on Vertex AI services., • Build Scalable Backend Services: Develop secure, high-performance APIs and microservices using Python and FastAPI to integrate agentic systems into the wider enterprise architecture. Technical Skillset Requirements Core AI & Frameworks: • Agentic Frameworks: Expert-level knowledge of agentic frameworks such as LangChain, LangGraph, Google Agent Development Kit (ADK), • LLM Expertise: Advanced Prompt Engineering and hands-on experience with model fine-tuning techniques including PEFT and QLoRA. Proven experience with models like Gemini, and Llama 3., • Programming & APIs: Expert-level Python and demonstrable experience building production services with FastAPI., • Cloud Platform: Mastery of GCP, particularly Vertex AI, Google Kubernetes Engine (GKE), and Cloud Functions., • Databases: Strong command of relational databases like PostgreSQL and familiarity with NoSQL solutions., • Bachelor's or Master's degree in Computer Science, AI, Machine Learning, or a related field., • 6-8 years of professional, hands-on experience in software engineering, with a primary focus on building and deploying complex AI/ML systems into production., • A proven track record of delivering scalable, reliable, and high-performance software solutions from concept to deployment.

Self-Employed Enforcement Agent. Our clients self-employed Enforcement Agents/Bailiffs are the front line of their business, they are field based, recovering monies on be.

Job Description Self-Employed Enforcement Agent Commission Only Earnings: £40,000 £90,000+ OTE (Uncapped Commission | Weekly Pay | Full Training Provided) Availability Nationwide Field-Based (Within 1-Hour Radius of Your Home Postcode) Full UK Driving Licence Required Are you confident, resil

Assist with agent integration and testing. Join us in building the future of AI agent interoperability! This is an excellent opportunity to grow your skills in a rapidly evolving field. Build and deploy AI agents using various frameworks.

Job Description Self-Employed Enforcement Agent Commission Only Earnings: £40,000 £90,000+ OTE (Uncapped Commission | Weekly Pay | Full Training Provided) Availability Nationwide Field-Based (Within 1-Hour Radius of Your Home Postcode) Full UK Driving Licence Required Are you confident, resil

Job Description Self-Employed Enforcement Agent Commission Only Earnings: £40,000 £90,000+ OTE (Uncapped Commission | Weekly Pay | Full Training Provided) Availability Nationwide Field-Based (Within 1-Hour Radius of Your Home Postcode) Full UK Driving Licence Required Are you confident, resil

Job Description Self-Employed Enforcement Agent Commission Only Earnings: £40,000 £90,000+ OTE (Uncapped Commission | Weekly Pay | Full Training Provided) Availability Nationwide Field-Based (Within 1-Hour Radius of Your Home Postcode) Full UK Driving Licence Required Are you confident, resil

Job Title: Field Agent - Debt Recovery.Location: North / Northwest London.Salary: £30,000 - £35,000 basic salary + bonus.Act as a representative of the Client to deliver a range of services that are required by various utility companies.The core activity focuses on visiting the premises of the cli

Self-employed Core Delivery Driver.As one of our Self-Employed Core Delivery Drivers you'll enjoy freedom, flexibility and better financial rewards, plus all the support and benefits of being part of our wider Yodel team.You don't need any experience, and the more you deliver, the more you earn.Com

As a Maintenance Assistant/Gardener at a Barchester care home, you'll help to create the safe and attractive surroundings that enable us to give our residents the quality care and support they deserve.We take real pride in the quality and appearance of our homes.We also know that our grounds can be

Proven Sales Experience: Previous experience in roles such as Caravan Sales Advisor, Car Sales Executive, Estate Agent, or similar sales positions.

As a Bank Care Assistant at a Barchester care home, you'll help residents enjoy each day by making sure they get the quality care and support they deserve.You'll assist with daily living, providing support and companionship and sharing great moments and memories too.It's a chance to bring your dedi

Interviews will take place week beginning 27.We are keen to employ a diverse workforce that reflects the people of Scotland.We welcome applications from all backgrounds and particularly from groups currently under-represented, including people with disabilities, those from minority ethnic communitie

As a Bank Receptionist at a Barchester care home, you'll provide the warm welcome that helps to make sure every resident and visitor feels at home with us.As the first point of contact for almost everyone who comes to the home, you'll have a vitally important part to play in creating a positive and

Supply Catering Assistant, Various Housing with Care Locations.We are keen to employ a diverse workforce that reflects the people of Scotland.We welcome applications from all backgrounds and particularly from groups currently under-represented, including people with disabilities, those from minority

As a Care Assistant at a Barchester care home, you'll help residents enjoy each day by making sure they get the quality care and support they deserve.You'll assist with daily living, providing support and companionship and sharing great moments and memories too.It's a chance to bring your dedicatio

The purpose of this post is to work effectively as a member of a team to support in the delivery of a high quality, safe and balanced education and care service, which meets the needs of each child and their families and is in accordance with relevant legislation and guidelines including the Roles a

As a Care Assistant at a Barchester care home, you'll help residents enjoy each day by making sure they get the quality care and support they deserve.You'll assist with daily living, providing support and companionship and sharing great moments and memories too.It's a chance to bring your dedicatio

The salary advertised is full time (35 hours per week).Part-time hours will be pro-rated accordingly.Post 1 - Days, 37 Hours per Week.Working between Monday - Sunday, 4 shifts per week as per a rota.Sleep ins will be included within the pattern.Working between Monday - Sunday, 2 nights per week on a

As a Housekeeping Assistant at a Barchester care home, you'll help to create a warm and homely environment that enables us to meet each resident's unique needs.Keeping the home clean and safe is no small task, which is why the role of Housekeeping Assistant is so important.The variety of housekeepin

Female Support Worker - Lavenders, Finchley.Driver preferable to support service users getting to and from appointments, day trips etc using the service vehicle.Flexible Additional Holiday Purchase Scheme.Full induction programme to Care Certificate Standards.Dedicated learning & development pro

As a Bank Care Assistant at a Barchester care home, you'll help residents enjoy each day by making sure they get the quality care and support they deserve.You'll assist with daily living, providing support and companionship and sharing great moments and memories too.It's a chance to bring your dedi

We may conduct our interviews in person or using Microsoft Teams for video calling.All you need is a device with a camera and access to the internet.We will provide guidance and instructions on how to use this method if your interview is being held virtually.We are a disability confident leader and

As a Care Assistant at a Barchester care home, you'll help residents enjoy each day by making sure they get the quality care and support they deserve.You'll assist with daily living, providing support and companionship and sharing great moments and memories too.It's a chance to bring your dedicatio

Interviews will take place week beginning 27.We are keen to employ a diverse workforce that reflects the people of Scotland.We welcome applications from all backgrounds and particularly from groups currently under-represented, including people with disabilities, those from minority ethnic communitie

As an Activities Assistant at a Barchester care home, you'll deliver imaginative, fun and varied activities to ensure our residents can enjoy an environment that is motivational and fulfilling.We want to make sure each individual can pursue the interests they most enjoy and that means you'll have a

Support Worker - London Whetstone MUST BE A DRIVER.Flexible Additional Holiday Purchase Scheme.DBS check paid by Caretech prior to starting with us.Full induction programme to Care Certificate Standards.Free Employee Assistance Programme.We offer Apprenticeships to those with less experi

At F1 Arcade, we’ve completely revolutionised the traditional arcade by creating the first-ever Formula 1 entertainment and hospitality concept with socialising at its core for fans and non-fans alike.F1 Arcade venues provide an immersive, state-of-the-art F1 racing simulation experience, gamified

No Customer Service Representative Agent experience needed. Customer Service Representative Agent Work From Home - Part Time Remote Focus Group Panelists. Customer service representative agent experience is not necessary.

Work Abroad, Bangkok, Thailand.Are you ready to take your sales career global? This is your chance to step into a booming industry and fast-track your earnings while experiencing life abroad.Our client is offering ambitious sales professionals the unique opportunity to relocate to Bangkok, Thailand,

The founder and sponsor of the Harris Federation, Lord Harris of Peckham, opened our first school in 1990.We have, over the past thirty years, implemented ideas and initiatives that have transformed the opportunities of pupils from working class and disadvantaged backgrounds.Harris academies are wid

Experienced Receptionist – Full-Time | SW1 | £28,000–£35,000.Are you an experienced receptionist looking for your next exciting opportunity?.With a reputation for high staff retention and a welcoming environment, this is your chance to work in a role where your skills and professionalism truly

As the Receptionist, you will be the welcoming face of the school and will provide a positive first impression to all visitors, students and staff, and provide general administrative support.Act as the school’s main receptionist, providing a first point of contact for all incoming communications t

Uncapped Commission + Excellent Benefits.Award winning media events business seeks a highly ambitious, driven degree educated individual to join their fast-growing events sales team in the role of Sales Development Executive.This is a fantastic opportunity for

Harris Hill is delighted to be working with a homelessness charity to recruit a.Resettlement & Support Worker.This role offers an excellent opportunity to join a highly committed team supporting people affected by homelessness.The organisation has been delivering services across London for over

BSL Communication Support Worker – Primary School.Monday to Friday, Term Time Only.Do you hold a BSL Level 2 or above (or working towards it) and a passion for supporting deaf children with their learning and communication needs? We are looking for a dedicated BSL Specialist Teaching Assistant

Senior Sales Executive - Events.Uncapped Commission Excellent Benefits .Leading events business seeks ambitious, talented senior sales executive to sell exhibition and sponsorship packages across a leading food and drink exhibition portfolio.The successful sen

Contract: Permanent, Term-time only plus 2 weeks, 8am –5pm Monday to Friday.Salary: Ark Support Payscale Grade 4, Point 3-7 (£28,143 - £29,843).Closing Date: Monday, 20th October 2025.To provide a welcoming and professional first impression of the school, ensuring efficient and effective recepti

Uncapped Commission + Excellent Benefits.Award winning media events business seeks a highly ambitious, driven degree educated individual to join their fast-growing events sales team in the role of Sales Development Executive.This is a fantastic opportunity for someone who has a few months ph

At Harris Academy Tottenham, we instil an ethos of hard work, dedication and commitment to learning, through our Academy values.To ENDEAVOUR is to strive for your goals, through maintaining the highest expectations of ourselves.To ENJOY is to take delight and pleasure in the learning process; To gai

Senior Sales Executive - Events.Uncapped Commission Excellent Benefits .Leading events business seeks ambitious, talented senior sales executive to sell exhibition and sponsorship packages across a leading food and drink exhibition portfolio.The successful sen

Our client, a homeless charity based in South West London, is currently seeking a Resettlement & Support Worker based in Richmond upon Thames to join their team.You will be part of a professional and experienced team and will be responsible and accountable for the provision of hostel-based services

Uncapped Commission + Excellent Benefits.Award winning media events business seeks a highly ambitious, driven degree educated individual to join their fast-growing events sales team in the role of Sales Development Executive.This is a fantastic opportunity for