Dawn Willoughby - Numbers - B2+

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Statistics and data for the non-specialist*The Collins Academic Skills Series - winner of the ELTon 2014 Innovation in Learner Resources Award.*At university you may be expected to analyse complex data and present your findings, whatever your area of study. Collins Academic Skills Series: Numbers gives you the skills you need to make sense of data and numbers and the confidence to use them effectively in your work.Learn how to• interpret statistics and data• conduct surveys• evaluate and question results• present numerical information clearlyCollins Academic Skills Series: Numbers will help you to make the most of your time at university.• Clear information and practical exercises• Information on academic expectations – understand the requirements of studying at university• Helpful tips and summaries• Answer key and glossaryNumbers is part of a new six-book series to help international students achieve academic success at college or university. It is designed to support students who are studying, or preparing to study, at an English-speaking institution.Suitable for students whose level of English is Upper Intermediate / CEF level B2 / IELTS 5.5 and higher.Other titles in the Collins Academic Skills Series:Group Work • Lectures • Presenting • Writing • Research

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Exercise 14 Put the words in brackets into the correct position and form in - фото 66

Exercise 14

Put the words in brackets into the correct position and form in each sentence.

1The x axis goes ________and the y axis goes ________. (horizontal / vertical)

2A ________goes vertically and a ________goes horizontally. (row / column)

3A ________is used to ________a ________. With a ________the ________needs to be labelled. (label / key / pie chart / line graph / axis)

4How many ________are there in the ________above? (segment / pie chart)

5Graphics in academic writing are often referred to as ________but sometimes as ________or tables. (chart / figure)

6Pie charts are generally used to show the ________of something and line graphs to show ________. (trend / proportion)

Referring to graphics in writing

Although graphics generally speak for themselves, it is common to make a brief reference to them in writing to introduce what they show. This can be done with a range of basic phrases, for example:

As can be seen in Figure 12.1, …

From Table 2.1, it can be concluded that …

Language: relative clauses

Relative clauses can be a useful structure for summarizing or referring to key information in a graphic. For example:

The graph shows the number of students from India who were given visas in 2010 was 58,000.

The table shows that the number of students who come from the USA is getting bigger.

In academic writing, relative clauses are often used for defining; in the case of data, they are used to describe or define exactly who or what you are referring to. Note that the relative pronoun ( who, whose, which, that ) will change depending on what you are defining. For people, use who, that or whose (possessive):

картинка 67The graph shows people who are motivated by goals often have short-term satisfaction.

The graph shows that people that set realistic goals often enhance their performance.

The chart demonstrates that companies whose managers are not aware of employee motivation are less likely to be successful.

For most things or ideas, use that or which :

The table shows companies that use money as a means to motivate employees .

картинка 68The table shows teams which use a sports psychologist to motivate teams .

For more information on describing graphics, see Chapters 8and 9.

картинка 69

Exercise 15

Complete the table with words from the box.

As is shown graph 2.3 in It can be seen from

As can be seen from 2 ________ Table 3.2, Figure 9.6 3 ________ … that …
It can be seen
1 ________ in
According to
4 ________
картинка 70

Exercise 16

Match 1–5 with a–e to form sentences including a relative clause.

1The charts shows that students are more likely to borrow a book awhose job is under threat are likely to be demotivated.
2The table shows employees bwho have both intrinsic and extrinsic motivation are more likely to succeed.
3The chart shows people cwhich students find more challenging.
4The chart shows areas of study dwho receive praise outperform others.
5The chart shows that workers ethat is recommended by a course tutor.

Tip

Try to record all new vocabulary in a similar way and regularly test yourself on the new words.

Remember

картинка 71You might have to use spreadsheets to analyse your data.

картинка 72The main purpose and use of statistics.

Relative clauses are useful for referring to and labelling graphics in writing.

картинка 73The different stages from collection to presentation of data.

2 Starting Primary Research

Aims

картинка 74practise formulating research questions

картинка 75understand the principles of sampling

картинка 76learn how to formulate a hypothesis

картинка 77

Quiz

Self-evaluation

Read the statements below. Circle the answers that are true for you.

1I know how to start a primary research project. agree | disagree | not sure
2I know how to create an effective sample. agree | disagree | not sure
3I know which research method is most appropriate for my aims. agree | disagree | not sure
4I know how to formulate a hypothesis. agree | disagree | not sure

Early planning and good organization are key to a successful research project. What you decide to research can vary greatly depending on the field you are in, but there are two main starting points: formulating research questions, or formulating a hypothesis to test. Whether you choose one, the other or both, there are some important points to consider:

картинка 78Does this area interest you enough? After all, this project will become a large part of your life for quite some time.

Has this area been researched before? If so, what new things are you hoping to add with this study?

картинка 79How does this build on previous research in the area?

Are the research aims focused and limited enough? You will have a limited amount of time and words to complete the project, so it needs to be realistic.

картинка 80Do you have access to a reasonable cross-section of the population you wish to study?

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