Data Scientist
Cardiff
- Full time
About the job
This vacancy has now expired. Please see similar roles below...
"We are looking for a Data Scientist with experience in Natural Language Processing (NLP). You must be keen to make an impact using innovative analytical methods and be ready to expand your skills as the field progresses.
Data and technology take centre stage in delivering our market-leading products, and we have a large Data Science function that builds and deploys machine learning and artificial intelligence solutions for all business areas, including Pricing, Marketing, and Claims.
The successful candidate will report into the core Data Science function for training, support, development, and best practice. However, they work closely with the business teams to develop meaningful solutions that best meet their needs.
The role will cover a diverse range of approaches, including projects with unstructured text data as well as traditional structured data problems. With over 4 million interactions with our customers every day, we have a lot of data that can be put to good use.
Main Duties
- Solving business problems using a range of advanced statistical, machine learning and artificial intelligence techniques; developing, testing and deploying solutions.
- Collecting and preprocessing large volumes of data to create of meaningful datasets for modelling.
- Presenting analytical findings in clear and concise manner to rest of team and wider analytics community.
- Documenting analysis and models in accordance with team and industry standards.
- Keeping up to speed with latest NLP developments in open source space, investigating applicability of new libraries to our work, making recommendations and collaborating with wider technical community (InfoSec, MLOps, DevOps) in our company to enable their use in practice.
- Designing business use cases for NLP and critically examine our current backlog of ideas.
- Being an advocate for data science within Admiral, helping the business understand where and when it can add value to their processes.
- Contributing to the data scientist community within Admiral, including training and development of Graduate Data Scientists.
- Supporting team with ad-hoc analysis, implementation and monitoring of solutions as required.
- Undertaking structured data machine learning problems as the business requires.
About You
Whilst you enjoy research and proposing solutions, you keep an equal focus on delivering ethical models and business value. Equally, you will enjoy learning about the business needs and working with a range of stakeholders.
Required Skills and Experience
- 2+ years’ experience working in Data Science or relevant field.
- Minimum of a bachelor’s degree (or equivalent) in a quantitative discipline.
- Proven experience of developing models using supervised learning techniques such as GLM’s, gradient boosted ensembles, neural networks or deep learning.
- Proven NLP experience including topic clustering, text classification and sentiment analysis, as well as experience with other unstructured data problems.
- Knowledge of transformers, recurrent neural networks and word embedding techniques.
- Knowledge of code repositories and other software development tools/processes.
- Experience using Python or R, preferably within a cloud environment.
- Excellent communication skills with the ability to tailor communication across a range of technical and non-technical audiences.
Desirable Skills and Experience
- Proven experience of using transformers, recurrent neural networks and word embedding techniques.
- Proven experience using supervised learning techniques utilising both structured and unstructured data together.
- Interest in GenAI.
Interview Process
Maths test and 2 stage interview.
Salary, Benefits, and Work-Life Balance
We do not have a set salary for this position, as it will be dependent on the successful candidate’s experience. We are happy to see CVs from all candidates who meet the requirements and will be happy to discuss the remuneration package.
At Admiral, we are proud to be a diverse business where we put our people and customers first. We have great benefits to ensure employees have a great work-life balance; it's one of the reasons we’re consistently voted one of the Sunday Times Best Big Companies to work for in the UK. We want you to have an element of freedom to define a working lifestyle that supports this, so accommodate flexible hours wherever possible.
All colleagues will receive 33 days holiday (including banks holidays) when they join us, and this will increase with length of service, up to a maximum of 38 days (including banks holidays). You also have the option to buy or sell up to five days of annual leave in addition to your allocation.
You can also view some of our other key benefits here.
#LI-CS1
- Full time
- Pricing and Analytics
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Cardiff
What areas do you look after?
I recruit for positions in the Pricing/Data area.
Tell us about you and your Admiral story?
I started working for Admiral in 2012 as a Customer Service advisor where my focus was customer queries and policy changes. I was keen to expand my knowledge within the company and worked for our Telematics area, closely followed by the Data Validations team. I knew I wanted to progress within this growing company and developed into an Assistant Team Manager in our Customer Loyalty department. Within a year I evolved into a Team Manager and continued this role for 5 years. I later had the opportunity to manage a team within our Complaints department where focus was based on customer outcomes and FCA guidelines. People and talent have always been my passion, which has led me to my current position in Recruitment which I started in 2023.
Why would you recommend Admiral?
Admiral’s philosophy is ‘People who like what they do, do it better’. This company certainly stands by this and in my 11 years here, I have been supported, guided and looked after.
The flexibility and work/life balance this business offers still blows me away and I can’t imagine working anywhere else.
Another area that stands out to me is the reward and recognition focussed on staff. I have attended numerous awards, updates and ceremonies that celebrates departments and the people who work in them.
I couldn’t recommend Admiral enough!
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