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Palatable change from the pandemic – a new food environment?

Palatable change from the pandemic – a new food environment?

Naturally, we are all concerned about our own and our family’s health and, with the rising issue of climate change, many of us are becoming increasingly worried about the health of the planet too. While living a healthy and sustainable lifestyle is becoming a common goal, there are many barriers to making this aspiration a reality [i].

Eating a nutritious diet that minimises environmental impacts is the most important step we can personally take towards this…but what is a healthy and sustainable diet? Looking at our current consumption in the UK, a shift towards a more plant-based diet would be mutually beneficial for ourselves and the planet.

Please note that the plant-based diet we refer to does include meat and animal products, alongside a larger designated portion of vegetables, fruits, pulses and legumes.

The government’s current dietary recommendation from the Eatwell Guide is one example of a sustainable diet consisting considerably of plant-based products. We have, therefore, chosen the Eatwell Guide as our ‘healthy and sustainable diet’ model to shift behaviours towards.

Plate of food including grains, fish, green beans and tomatoes

Many organisations are also becoming increasingly aware that change is necessary and are working to facilitate a shift towards healthier and more sustainable diets [ii] [iii]. The National Food Strategy recently released ‘The Plan’ – an independent review for the Government on the English food system, which has drawn attention from researchers, retailers and policy makers alike.

I was among those eagerly awaiting the report, as here at the CDRC we’ve recently announced our partnership with IGD, which will involve investigating strategies to promote healthier and more sustainable dietary choices.

As an innovative hub utilising consumer data for academic research purposes, such a timely focus for a CDRC partnered project emphasises the reality of the issue we are trying to tackle, along with heightening people’s awareness of the changes we need to imminently make.

Healthier and more sustainable baskets

A number of leading UK retailers and manufacturers have designed a series of pilot interventions as part of IGD’s Healthy and Sustainable Diets Project Group, such as promotions on plant-based burgers or putting healthier options in prime in-store locations. Our team of researchers are assessing which interventions are particularly successful at encouraging consumers towards healthier and more sustainable choices.

Our analysis will study purchases by basket, not the individuals buying them, so all data is anonymised and not traceable back to any customer. Looking across baskets of goods allows us to observe any unintended consequences of the trial: by discretely upping the fruit and vegetable content of our diet towards the recommended third (39%), does it also inspire a reduction in meat or dairy purchases, or any foods high in fats, salts or sugars?

COVID-19 has inadvertently affected many aspects of our lives, from one lockdown to the next. Shopping habits had to change with the Government’s advice to go to the supermarket less frequently and shop local whenever possible. Many of us also experienced first-hand the reduction in pollution levels when travel was restricted, raising awareness of the importance of making more sustainable lifestyle choices. 

Consumer data enables insight into how people’s shopping frequency and habits have changed over this time. Evaluating IGD interventions relies upon analysing the retailer’s transaction data across the 12-week intervention period, along with the 12 months prior and post start date. However, as I’m sure we can all agree, the last 12 months have not been a usual year. This research, therefore, requires a longer period of pre-intervention data (one additional year that also predates COVID-19), and additional analytical approaches to account for this unprecedented time and produce meaningful findings.

Our approach

Firstly, observing changes in supermarkets (such as explicit guidance on one-way shopping routes, one designated shopper per household and an increase in online shopping), our expectation is there will be less variability in the data (i.e. less variety of items in baskets/between shops), with people’s purchases becoming more habitual. It also means in-store cues, such as promotional signposting, may not be as effective as usual with restricted mobility within aisles.

Mindful of the shift to online shopping for many customers, transaction data will be studied across all online purchases as well as in-store.

A key feature to establish about the data, before generating any statistics on shifting behaviours, is gaining a sound understanding of the sample – how representative is it? IGD interventions are trialled at multiple store locations of differing regions and degrees of urbanisation to capture generalisable results for consumers in the UK. Data is also available for matched control stores (with direct regional and demographic comparisons) to control for any changes over the pandemic period, and enable observation of the impact of the intervention rather than local lockdowns.

To counter unusual shopping patterns during the pandemic, with many people purchasing ‘local’ for certain items, we will investigate behaviours within the ‘most loyal’ subset of consumers.

It is also important to look at socio-economic profiles for purchasing patterns. Understanding if certain promotions are more successful with particular demographic groups – for example, men compared to women, or in those living in deprived compared to affluent areas – is crucial. This type of comparison is more important than ever as we know that COVID-19 has hit the poorest the hardest, exacerbating socio-economic inequalities [iv] [v] [vi].

A time for change

Attitudes to food have also changed within the last year. As people spent more time at home, lockdown became a time of culinary experimentation for some, or a struggling time of increased food insecurity for others.

Although experiences of the pandemic have drastically differed, it has been a time of change collectively. For a significant period, food shops were one of the few areas designated essential by the government. People have come to associate choices about their food with an opportunity to take control of something, in a context where other choices have been suspended.

Many people have changed their shopping and cooking habits during this period. We have seen organisations recognise this through the provision of cooking packs and recipe cards at both the value and luxury ends of food retail outlets. Adapting constantly to new legislations and restrictions, our lives are ever changing as the pandemic continues. While we are still changing our culinary behaviours, perhaps this is one opportunity to create a positive outcome and help nudge people towards healthier and more sustainable choices.

Despite analysis being slightly more complex in light of COVID-19, as a result people could be more receptive to IGD interventions. Our hope is that our research will uncover strategies to help retailers and manufacturers take a leading role in anchoring new, positive behaviours that become permanent habits for the wider public.


Alexandra Dalton is a Data Scientist enrolled on the Leeds Institute for Data Analytics internship programme, having graduated from the University of Leeds with a Masters in Mathematics, which included a year of study at the University of Adelaide. She is currently working in collaboration with IGD, major retailers and UK manufacturers as the lead analyst from the University of Leeds team to evaluate strategies to promote healthier and more sustainable dietary choices. Alexandra is keenly interested in sustainability, nutrition and lifestyle analytics, hence enjoying the insights made possible by consumer data to the intersectional field of nutrition and behavioural science in her current research.


References

[i] Institute of Grocery Distribution (2020). Appetite for Change. [Accessed online via:https://www.igd.com/social-impact/ ].

[ii] House of Lords (2019-20). Hungry for change: fixing the failures in food. [Accessed online via: https://committees.parliament.uk/publications/ ] .

[iii] Institute of Grocery Distribution (2020). IGD’s Healthy and Sustainable Diets Project Group. [Accessed online via: https://www.igd.com/articles/].

[iv] Barker, M., & Russell, J. (2020). Feeding the food insecure in Britain: learning from the 2020 COVID-19 crisis. Food Security12(4), 865-870.

[v] Power, M., Doherty, B., Pybus, K., & Pickett, K. (2020). How COVID-19 has exposed inequalities in the UK food system: The case of UK food and poverty. Emerald Open Research2.

[vi] Blundell, R., Cribb, J., McNally, S., Warwick, R., Xu, X. (2021) Inequalities in education, skills, and incomes in the UK: The implications of the COVID-19 pandemic. [Acessed online via: https://ifs.org.uk/ ]

Turing-LIDA Data Study Group

Turing-LIDA Data Study Group –
intensive and innovative collaboration
addressing real-world problems

Monday 12th July saw the launch of an exciting two-week online Data Study Group, being held in partnership between LIDA and The Alan Turing Institute

Data Study Groups (DSG) are an incredible opportunity for organisations (Challenge Owners) to work with talented multi-disciplinary researchers on real-world data science challenges.  Those challenges can be quickly and intensely brainstormed and interrogated during the DSG, with solutions proposed in a final report along with ideas and suggestions for potential further investigation.

“As an organisation we want to embrace the power of Data Science and be on the front foot for the latest thinking. Linking up with the Turing-LIDA DSG will help us turbocharge our projects with the latest academic techniques.” (Challenge Owner)

“We got involved in the DSG to get access to highly qualified critical thinking and a solution to our business problem.” (Challenge Owner)

Your mission, should you choose to accept it

During an additional pre-cursor week, the six Challenge Owners – Asda, Network Rail, Ordnance Survey NI, Sainsbury’s, Vet A-I and another retailer – outlined their challenges in presentations to 62 participants (including researchers from LIDA and the CDRC).  With those challenges ranging from the effect of the weather on sales, to the need to accurately locate and identify urban features such as drains, participants then indicated their preferences before being allocated to teams.

Following several “getting to know you” opportunities as well as training sessions on “Collaborative Report Writing” and “Teamwork on Agile projects”, those teams were ready to hit the ground (or data!) running on Monday 12th for an intensive fortnight of research and investigation.

WFH(WD) – Working from home (with data)

Working remotely has its challenges, as well as its benefits.  While there isn’t the energy and intensity of being in the same room, bouncing around ideas and issues in real-time, teams have daily “stand-ups” (part of working in an Agile approach to solution development) and a dedicated Slack channel for communication. 

One fantastic benefit is that remote working has enabled researchers to participate from all over the world, including India, Pakistan, Canada and Mexico.

It also provides the additional learning opportunity of working globally across different time zones!

The pandemic and WFH has necessitated significant changes in working securely with data.  Usually DSG teams would access that within safe rooms in a location like LIDA or the Alan Turing Institute, but the last 18 months have seen great advances in cloud-based data safe havens.  Four projects will be hosted in Turing Safe Havens, while the data for the other two will be analysed within LIDA’s new LASER platform.

Each team will produce a report for their Challenge Owner at the end of the DSG – we’ll share more information about their research insights and discoveries once those are approved and published. 

New partnership pilots trials to help change eating habits

New partnership pilots trials to help change eating habits

What we choose to put into our shopping baskets and how we make those choices will come under the microscope in a series of pilot trials designed to encourage healthy and sustainable diets.

Data analysts from the University of Leeds have joined forces with social impact organisation, the Institute of Grocery Distribution (IGD), to test different ways to encourage healthy and sustainable eating.

They are working in partnership with 20 leading retailers and manufacturers, including Morrison’s, Sainsbury’s and Aldi, to trial different strategies, including signposting better choices, the positioning of products in shops and online and the use of influencers and recipe suggestions.

Some have already begun to use some of those techniques in real-life settings as part of the research designed and implemented by the Leeds Institute for Data Analytics (LIDA) and the Consumer Data Research Centre (CDRC).

Researchers from LIDA and CDRC will analyse the results by capturing and measuring sales data from each intervention, enabling the project group to see exactly what is going on in people’s shopping baskets and assess what truly drives long-term behaviour change.

Dr Michelle Morris, who leads the Nutrition and Lifestyle Analytics team at LIDA and is a CDRC Co-Investigator, said: “I am passionate about helping our population move towards a diet that is both healthier and more sustainable. I believe that unlocking the power of anonymous consumer data, collected by retailers and manufacturers, is a really important step towards this goal.

“Working with the IGD and its members to evaluate their healthy and sustainable diets programme is very exciting – testing strategies to change purchasing behaviour and evaluating the wider impact of these changes.”

The pilot trials have been funded by IGD and form a key part of the charity’s Social Impact ambition to make healthy and sustainable diets easy for everyone.

Hannah Pearse, Head of Nutrition at IGD, said: “We want to lead industry collaboration and build greater knowledge of what really works. Our Appetite for Change research tells us that 57% of people are open to changing their diets to be healthy and more sustainable, and they welcome help to do it. But we also know that people don’t like to be told what to do and information alone is unlikely to change behaviour.

“We believe consumers will make this transition if we make it easier for them; that’s why we are delighted to be partnering with our industry project group and our research partners at the University of Leeds, to pilot this series of interventions over the coming months. The team at LIDA are experts in capturing, storing and analysing big data and have a variety of academic specialties that will be critical for this work.”

The work being carried out by CDRC researchers at the University of Leeds is unique because it will use the secure infrastructure at LIDA to allow retailers and manufacturers to share anonymised transaction data over a sustained period of time.

It is hoped that the results of the first pilot trial will be published towards the end of this year.

Celebrating collaboration: the CDRC Masters Dissertation Scheme

Celebrating collaboration: the CDRC Masters Dissertation Scheme

Celebrating collaboration: the CDRC Masters Dissertation Scheme. Thursday 29th April 2021, 10:30-15:00.

The CDRC Masters Dissertation Scheme, now in its tenth year, has been successfully run by the Consumer Data Research Centre for the last seven years. The event celebrated the success of the scheme, and explored the changing nature of academic-industry collaboration. Masters students who had gone through the scheme presented project case studies, and a selection of alumni spoke of the positive impact the scheme had had on their data science careers. A panel session rounded off the event with a discussion of the possibilities and ambitions for the next seven years of the Masters Dissertation Scheme. The event was attended by industry partners, MDS alumni, and the CDRC team including Paul Longley, Alex Singleton, and Jonathan Reynolds.

Speaker biographies

Programme

1030-1130: The Business of Engagement. Session recording (Longley 0:06, Dugmore 7:05, Reynolds 28:27, Squires 41:21)

  • Introduction & welcome: Professor Paul Longley, Director, CDRC
  • The evolution of academic-industry collaboration: Keith Dugmore, Demographic Decisions. Slides
  • CDRC: Where are they now? MDS 7 years on: Dr Jonathan Reynolds, Deputy Director (Oxford), CDRC. Slides
  • The business of engagement: the firm’s perspective: Martin Squires, Director of Advanced Analytics, Pets at Home. Slides

1145-1245: Alumni presentations. Session recording (Murage 2:16, Davies 25:10, Tonge & Montt 45:53)

  • Nombuyiselo Murage, Tamoco. Dissertation at Tamoco. MSc Geographic Data Science, University of Liverpool. Slides
  • Alec Davies, Pets at Home. Dissertation at Sainsbury’s. MSc Geographic Data Science, University of Liverpool, PhD Geographic Data Science. Slides
  • Christian Tonge, Movement Strategies. MSc Geographic Data Science, University of Liverpool, and Cristobal Montt, Movement Strategies. MSc Data Science, City, University of London. Dissertations at Movement Strategies. Slides

1400-1505: Alumni presentations (continued) and panel discussion. Session recording (Ushakova 1:48, Samson 21:29, Panel 37:26)

  • Alumni presentation: Dr Anastasia Ushakova, Senior Research Associate, University of Lancaster. Dissertation at British Gas.
    MSc Public Policy, UCL; PhD Computational Social Science. Slides
  • Alumni presentation: Nick Samson, Associate Director, CBRE. Dissertation at British Gas. MSc Geographic Information Science, UCL. Slides
  • Panel Discussion. The next 7 years. Achievements and ambitions: Alex Singleton, Deputy Director (Liverpool), CDRC;
    Samantha Hughes, Analytics Innovation Manager, Avon; Martin Squires, Director of Advanced Analytics, Pets at Home.
  • Thanks & conclusion: Professor Paul Longley, Director, CDRC

Nick Samson, 2014 MDS alumnus. Dissertation at British Gas. Project title: Can smart meters save consumers and British Gas money and carbon by pinpointing which consumers are most likely and best placed to install insulation in their homes?

CDRC to adopt key role in powerful new COVID-19 data alliance


CDRC to adopt key role in powerful new COVID-19 data alliance

The Consumer Data Research Centre will work through its parent organisation Leeds Institute for Data Analytics to provide a new COVID-19 data alliance with scientific expertise and access to global academic research networks.

Leeds Institute for Data Analytics (LIDA) has worked alongside consortium-leader Rolls-Royce to develop the concept and will take a founding position in a new alliance of data analytics experts challenged with finding new, faster ways of supporting the response to COVID-19 and subsequent global recovery.

Early alliance members are Leeds Institute for Data Analytics, IBMGoogle CloudThe Data CityTruataRolls-Royce and ODI Leeds. The alliance will be facilitated and co-ordinated by innovation specialists, Whitespace.

Together the initial wave of members brings all the key elements of open innovation; data publication, licensing, privacy, security; data analytics capability; and collaborative infrastructure, to kick off its early work and grow its membership.

Emergent will combine traditional economic, business, travel and retail data sets with behaviour and sentiment data, to provide new insights into – and practical applications to support – the global recovery from COVID-19. This work will be done with a sharp focus on privacy and security, using industry best practices for data sharing and robust governance.

As part of LIDA’s involvement in Emergent, researchers will have the opportunity to access these data sets using collaborative platforms which have been established by CDRC.  The academic community will be encouraged to articulate and engage in projects to help understand the changes we are seeing in human activity and social behaviour as a result of COVID-19.

Emergent models will help get people and businesses back to work as soon as possible by identifying lead indicators of economic recovery cycles. Businesses small and large around the world, as well as governments, can use these insights to build the confidence they need to take early decisions, such as investments or policies, that could shorten or limit the recessionary impacts from the pandemic.

The alliance is voluntary and insights will be published for free.

Professor Mark Birkin, who leads both the Consumer Data Research Centre and Leeds Institute for Data Analytics commented:

“Increasing numbers of academics and other commentators are now recognising the potential for commercial organisations to share important data to help in the battle against COVID-19.

An established investment in data sharing capability and analytics capacity makes LIDA ideally placed to lead such conversations.

We are delighted to bring our skills and expertise as a founder member in the Emergent consortium, which offers such enormous potential to deliver benefits to society – and which are so badly needed at this difficult time.”

Connecting business and the academic community

The Consumer Data Research Centre was created in 2014 from a substantial award in the ESRC Big Data Network.  Leeds Institute for Data Analytics at the University of Leeds was then established from the union of the CDRC (Leeds) with the MRC Centre for Medical Bioinformatics.

Since then, both LIDA and the CDRC have been actively promoting the mutual benefit of collaborative projects between corporate partners and the academic community, with researchers working in cross industry teams to undertake scientific research that produces real world insights.

The COVID crisis has further highlighted the importance of these types of collaboration, with governments and their advisers seeking real world insights into mobility, behaviour and human contact networks.

LIDA will be utilising its extensive network – which includes the ESRC Business and Local Government Data Centres, the Alan Turing Institute, Doctoral Training Centres in Data Analytics and Society (ESRC) and Artificial Intelligence (UKRI) – to connect partners with academic experts from multiple institutions and disciplines.

Providing a secure infrastructure

LIDA and IBM will be providing the infrastructure to enable alliance partners to share and compute their data.

Where there is a need to use secure data, partners will be granted access to LIDA’s ISO accredited infrastructure, which will enable them to perform analysis in a safe and controlled environment. Partners using the LIDA infrastructure will be supported by project management and technical support teams from the Consumer Data Research Centre.

For projects using public data, partners will use IBM’s environment and any non-sensitive data will be shared via emergentalliance.org.

Join Emergent

Caroline Gorski, Global Director, R2 Data Labs, the Rolls-Royce data innovation catalyst which started the alliance, said: “We want the global economy to get better as soon as possible so people can get back to work. Our data innovation community can help do this and is at its best when it comes together for the common good.

“People, businesses and governments around the world have changed the way they spend, move, communicate and travel because of COVID-19 and we can use that insight, along with other data, to provide the basis for identifying what new insights and trends may emerge that signify the world’s adjustment to a ‘new normal’ after the pandemic.”

The first challenges have already been issued by the alliance, including one to identify lead indicators of economic recovery which businesses can use to build the confidence they need for investment or activities that will shorten or limit any recessionary impact from the virus.

Emergent hopes to rapidly expand its network of data owners and has set up a website for potential members to register their interest at emergentalliance.org.

CDRC (Leeds) also encourages prospective academic participants to contact us directly at k.r.norman@leeds.ac.uk to receive further updates.