By Seamus Kelly, Stefania Giammanco and Cronan McNamara
Playing the game
In the game, each participant was asked to enter their age and gender. A picture of a portion of food was then randomly selected and presented to the player (from 41 different available foods) along with two questions:
1. How many calories are in the portion of food shown?
2. How many minutes would you be able to run from the calories in the portion of food shown?
The answer to question 2 is based on the age and gender of the participant – read more about this in The Science Behind the Game (pdf).
A screenshot of the Creme Global nutrition game. Click on the image or here to play the game.
If both questions were answered correctly then the player was declared a winner and presented with a prize.
Results
The game gathered anonymous data throughout the three days of the exhibition. Overall, there were 1,086 attempts at the game during the event and of those, 119 were winners – i.e. they guessed the answers to both questions correctly [1]. This represents approximately 11% of the game attempts.
Being a data science company, we felt the need to analyse the data from the game and to summarise the results here. We have produced selection of graphs which provide analyses of the results for different combinations of age, gender and food types along with some discussion of the data and the results at the end.
Percentage of correct answers for each gender reported (total n=1,086)
The first graph is a grouped bar chart and compares the success of male and female participants of the games. The graph shows that 11.7% females and 9.7% males respectively answered both questions correctly. So the girls won this one. Or did they? To answer this question, we would have to answer homework question 1. We will leave this as an exercise for the reader.
Homework question 1: Given that there were 1,086 participants and that the data shows that 11.7% of female contestants and 9.7% of male contestants respectively answered both questions correctly. Assuming that there were roughly equal numbers of male and female participants, would you consider the difference in scores statistically significant within the data sample size? Discuss. |
Percentage of correct results by reported age group (total n=1,086)
In the above graph results are broken down by age group in a grouped bar chart. The graph shows that, proportionally, the 18-30 age group were the most successful with 17% answering both questions correctly. In contrast, the 31-60 age group had fewest winners with only 4.7% of the group declared as winners.
We are not sure what this says about the nutritional knowledge of middle-aged adults at the exhibition! But wait, hold on a minute, wasn’t this a student exhibition? Were there many data points in the 31-60 age group? In fact there were 47 data points. [3]
Percentage of correct results for the top 6 food types presented
Now this is interesting, we wanted to have a quick look at the correct answers for various food types in the game. We are interested in the question here: what foods to people seem to have a more or less nutritional knowledge on?
The final graph presents a summary of the foods with most winning guesses. The graph shows that the most correctly guessed foods, in order, were: chocolate chip cookies (30.4%), haddock (30%), cola (23.8%), yoghurt (22.6%), toffees (22.2%) and white rice (19.1%). On the contrary, the foods chicken casserole, chickpeas and stir fry had no correct answers.
Homework question 2: Given that there were 41 different food portions in the game, and that these were shown randomly, what are the chances of the same food reappearing at least once if you play the game three times? |
Discussion
This analysis is intended to be a fun, illustrative exercise in data analysis for the young scientists who attended the event, rather than a rigorous scientific experiment.
There are a few interesting caveats to be aware of in the data, and some interesting lessons in experimental design for the budding scientists, these include:
So, it was a lot of fun and games and hopefully some interesting scientific lessons for the students at the BT Young Scientist and Technology Exhibition 2015. We look forward to supporting the exhibition again next year.
Homework item 3: |
References and Footnotes
About Food4Me
The game was developed as part of dissemination work on the Food4me project, an EU FP7 funded project on personalised nutrition, in which Creme Global and UCD are amongst 25 partners from 12 European countries.
Food4Me was a EU FP7 funded project on personalised nutrition and which was the foundation for the game described above. As part of the project, participants from 7 member states were required to complete food frequency questionnaires which detailed the foods consumed by the individual over a fixed period of time. Based on the consumption levels of each individual, the intakes of a selection of nutrients were calculated and presented to the participant along with dietary advice on food choice. Also, based on genetic information provided by participants, experts were able to provide tailored advice for individuals on their consumption habits.