You might not have to just solve equations in your exam - you might have to write them out first!
Remember an equation just says that two expressions are equal.
So you just need to write out the information you read, and make sure you include an '=' sign!
Here's an example:
"I think of a number, double it and add seven. My answer is 37.
A number we don't know is usually called x.
Double this number would be written as 2x.
Seven more than this must be 2x + 7.
We are told this equals 37, so we write 2x + 7 = 37.
Got the hang of it? Try writing an equation for each of these sentences:
Friday, 29 April 2016
Using the Quadratic Formula
Whenever you're faced with a quadratic equation you have choice:
- Plot it and find the intercepts
- Factorise and solve (x+...)(x+...) etc. Each bracket =0 etc
- Complete the square and rearrange (see these older posts)
- Use the quadratic formula:
You will have your own order of preference for the above methods, but one thing you can be certain of is that if there are real solutions, the formula will find them (factorising may not!).
Thursday, 28 April 2016
Mean from a Frequency Table and Grouped Data
Calculating the mean from a frequency table appears on both foundation and higher GCSE papers. Here are a couple of questions to have a go at and a video to help.
Calculate the mean
![](data:image/png;base64,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)
Calculate the mean
Labels:
data,
frequency table,
Grade B,
Grade C,
KS4,
mean,
Miss Green,
Revision,
Year 11
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