"3015" if they tried to find all customers who joined in "2015" they would not be included
customer " " " "
Have gave ratings of 20 and 50 which could screw graph results displayed on dashboard which will lead to incorrect decision making (out of range)
Missing values
"Pat2016.." did week 1 rating but not week2 rating so could be issues with week2 rating as one is missing and 2018 "lego...."
Missing values
The year that "liso" created a loyalty card is also missing
"Pug2017...." said yes and no either has to be "yes" or "no"
..
Trends
Method of payment
Paying by moblie is increasing rapidly over the year span2015 to 2025. Due to advanced technology now a days it is more convenient and a quick and easy method than cash
Trends
Yes or no
Tight between store closed checkout would lose alot of revenue by the week4ratings decreasing rapidly
Joining loyalty card scheme
Amount people creating cards is increasing each year due to eg.reward schemes the trend peaks after covid (2023) started at 3 a year to 8 a year
Trends
Patterns
Method of paying people saying yes/no
Conclusion
Need for dataaccuracy-presence of typos and incomplete data highlights the need to better manage and check data entered
Loyalty cards each year- consistentincrease in joining is increasing their sales and growing meaning BuyIt can employee more or invest more into BuyIt
Ratings show people are happy and good statisifactionratings and happy with the service provided at BuyIt