All posts tagged with 'analytics'
Restructuring our analytics team
In late 2022, we restructured our analytics team by aligning each analyst to a different area of the business. In this blog post I’ll talk about what we changed, why we changed it, and how we feel the changes have gone so far. If you’ve been through a similar process (or even the opposite process!), are considering it, or have any other thoughts, we’d love to chat! Please drop us… Continue reading
Using API Gateway, Lambda, SageMaker and DynamoDB to build a categorisation service in AWS
I’ve talked previously about the value of combining rules-based and machine learning approaches to categorisation. In short, rules-based approaches make it easy to do customer-level personalisation that complements a machine learning model trained to find patterns across customers. In this post I’ll talk about how we used AWS to build an expense categorisation service that combines machine learning with a rules-based approach. This service forms part of the Smart Capture… Continue reading
My experience as an Analytics Intern
I was really excited to begin interning at FreeAgent and after 9 weeks in the Data Analytics team I feel I’ve learnt a lot about working in a team inside a company, and about the culture here. I thought I would write a bit about how it was getting set up, working on my project and communicating my findings to the rest of the company. Onboarding/set-up There were a lot… Continue reading
Getting started with Jupyter Notebook
Jupyter Notebook is a development environment that runs in your web browser and can be used with several languages, including R and Python. In this blog post, we’ll look at some of the benefits of using Jupyter Notebook and how to start using it with Python. Benefits of Jupyter Notebook Chunking code into cells Instead of having to write code in large flat files, developers can use Jupyter Notebook to… Continue reading
How we structure our data teams at FreeAgent
Since joining FreeAgent back in April I’ve been both impressed and interested with how the Data organisation is structured. I’ve come from an enterprise world where you have lots of Data Engineers, a team of dedicated Data Architects and a separate Business Intelligence org. A few things that immediately struck me at FreeAgent were: No one has the title ‘Data Engineer’Data Analytics are part of the Engineering orgNo one has… Continue reading
10 tips and tricks for a good intern job application
We’ve recently completed the hiring for this year's cohort of summer interns and as a result we’ve processed hundreds of applications; just across our data teams we had over 600 this year! For many of these applicants, who tend to still be at university or have recently graduated, this is likely to be one of the first ‘professional’ roles that they are applying for. As such they might not be… Continue reading
The three skills you need to be a Data Analyst, and how to get them – Part 3
In the third blog in the series, we discuss the skills you need to become a Data Analyst, this time covering Data Evanglism. Continue reading
The three skills you need to be a Data Analyst, and how to get them – Part 2
In the second blog in the series, we discuss the skills you need to become a Data Analyst, this time covering Data Analysis. Continue reading
The three skills you need to be a Data Analyst, and how to get them – Part 1
In the first blog in the series, we discuss the skills you need to become a Data Analyst, this time covering Data Engineering. Continue reading
Using data to understand the effects of a four day working week
As you may have already heard, FreeAgent implemented a four-day week throughout the summer this year as a ‘thank you’ for the employees’ contributions during the pandemic and a year of working from home. Whilst Pat George’s blog post talks about measuring the success of the four-day week with “job satisfaction, business objectives and personal stress levels”, as an analyst, I wanted to see if I could find less anecdotal… Continue reading