
- •Dealing with statistics вивчаючи статистику
- •Fundamentals of Statistics
- •Read and translate the text: What is statistics?
- •Complete the following sentences:
- •Present tenses Present Simple. Present Continuous. State Verbs
- •2. Fill in the gaps with the correct form of the verbs in brackets.
- •3. Fill in the gaps with the verbs in the box in the correct present tense.
- •Look at the following extracts. There are six incorrect verbs. Find and correct them.
- •Unit 2. A very brief history of statistics.
- •Practice the pronunciation of the words:
- •Read and memorize the following words and word combinations. Use them in the sentences. Pay attention to the prepositions.
- •Read and translate the following sentences:
- •Read and translate the text:
- •Why you need to use statistics
- •Past tenses 1 Past Simple. Past Continuous. Used to/ Would.
- •1. Fill in the gaps in this model answer with verbs from the box in the past simple.
- •3 A teacher and student are talking about local customs. Fill in the gaps with the verbs in brackets in the correct form. Use would or used to where possible.
- •Unit 3. Variable and constant. Discrete and continuous.
- •Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •Read and translate the following sentences:
- •Read and translate the texts:
- •Variable and constant
- •Discrete and continuous
- •5. Write out the definitions from the texts:
- •6. Complete the following sentences:
- •7. Ask 10 general questions to the text.
- •8. Give examples of:
- •Present perfect Present Perfect. Present Perfect Continuous
- •1 Tick (/) the correct underlined verbs, and correct the verbs that are wrong.
- •3. Underline the correct form of the verbs.
- •4 Fill in the gaps with a verb from the box in the present perfect simple or present perfect continuous. You will need to use some verbs more than once.
- •Unit 4. Cardinal and ordinal. Population and sample.
- •1. Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •Read and translate the following sentences:
- •Read and translate the texts:
- •5. Write out the definitions out of the texts:
- •6. Complete the following sentences:
- •7. Ask 10 general questions to the text.
- •8. Give examples of:
- •9. Summarize the contents of the text in 10 – 15 sentences. Use the expressions:
- •Past tenses іі Past Perfect. Past Perfect Continuous.
- •1 Fill in the gaps with the past perfect simple of the verbs in brackets in the positive or negative.
- •2 Complete the report with the past simple or past perfect simple of the verbs in brackets
- •Unit 5. Misuses of statistics.
- •Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •Read and translate the following sentences:
- •Read and translate the texts:
- •Complete the following sentences:
- •6. Ask 10 general questions to the text.
- •7. Answer the following questions:
- •Sum up all the information about statistics and discuss this topic with your group-mates according to the plan:
- •Future 1 Plans, Intentions and Predictions: Present Continuous; Going to; Will
- •Fill in the gaps in the second half of this model answer with phrases from the box.
- •2 Fill in the gaps with the present continuous or will-future form of the verbs in brackets.
- •Unit 6. Basic statistical vocabulary.
- •1. Practice the pronunciation of the words:
- •2. Read, translate and memorize the following words. Use them in the sentences.
- •Read and translate the following sentences:
- •Read and translate the texts:
- •Variables and data
- •Complete the following sentences:
- •6. Ask 10 general questions to the text.
- •7. Answer the following questions:
- •8. Write out the definitions of variables from the texts:
- •Give examples of these variables.
- •Summarize the contents of the text in 10 – 15 sentences. Use the expressions:
- •Don’t put all your data into one basket!
- •Future 2 Present Simple; be about to; future continuous; future perfect
- •The following chart shows the results of a class survey about planned activities for Saturday afternoon. Complete the sentences using the future continuous tense.
- •Read the following projections about the future population of Australia
- •3 In six of these sentences there is a verb in the wrong tense. Underline each mistake and write the correction.
- •4 Fill in the gaps with a future form from this unit and the verbs in brackets.
- •Test Practice. Academic Writing Task 1
- •Test Yourself (Unit 1–6)
- •Unit 7. Sources of Data.
- •Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •Read and translate the following sentences:
- •Read and translate the text:
- •Complete the following sentences:
- •Ask 10 general questions to the text.
- •Answer the following questions:
- •Agree or disagree with the following statements. Use the expressions:
- •Get ready to speak about sources of data. Use the following phrases:
- •Adjectives and Adverbs Describing things; adding information about manner, place, time, frequency and intensity.
- •1 Read the test task and the students' responses. Some of the adjectives they used are underlined. If they are used correctly, put a tick (/). If they are wrong, write the correct answer.
- •2 Write the missing adjectives and adverbs.
- •3 Match the beginnings (1-8) and the endings (a-h) of the sentences. Join them by adding a suitable -ed or -ing adjective formed from one of the verbs in the box. Use each verb once.
- •4 Underline the correct words.
- •Unit 8. Presenting Categorical Data.
- •1. Practice the pronunciation of the words:
- •2. Read and memorize the following words. Use them in the sentences.
- •3. Read and translate the following sentences:
- •4. Read and translate the text:
- •Column Variable
- •5. Complete the following sentences:
- •6. Ask 10 general questions to the text.
- •7 Answer the following questions:
- •8. Agree or disagree with the following statements. Use the expressions:
- •9. Get ready to speak about “Presenting Numerical Data”. Use the following phrases:
- •Comparing things Comparative and superlative adjectives and adverbs; other ways of comparing
- •1 Fill in the gaps with the adjectives in the box in a comparative or superlative form.
- •2 Fill in the gaps with the words in brackets in a comparative or superlative form.
- •3 Fill in the gaps in the model answer below. Use one word in each gap.
- •Academic Writing Task 2
- •Unit 9. Analysing and Presenting Data.
- •1. Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •3. Read and translate the following sentences:
- •4. Read and translate the texts:
- •5. Complete the following sentences:
- •6. Ask 10 general questions to the text.
- •7. Answer the following questions:
- •Give examples of graphs you know. Modals I
- •I Obligation and necessity; suggestion and advice; adverbs
- •2 Fill in the gaps below with the correct form of (not) have to, must, (not) need or should.
- •3 Read the extract. Decide if the underlined phrases are correct or not. Tick (✓) them if they are right and correct them if they are wrong.
- •4 Fill in the gaps with the correct form of (not) have to, ought to or must(n't) and the verbs in brackets.
- •Modals II Ability; possibility; alternatives to modals
- •5 Underline the most suitable words. Sometimes both options are possible
- •6 Tick (✓) the sentence, a or b, which best matches the sentence on the right.
- •7 Replace the underlined phrases with a suitable past modal phrase.
- •Unit 10. Describing data.
- •Practice the pronunciation of the words:
- •Read and memorize the following words. Use them in the sentences.
- •3. Read and translate the following sentences:
- •4. Read and translate the texts:
- •Inferring differences and relationships
- •5. Complete the following sentences:
- •6. Ask 10 general questions to the text.
- •7. Answer the following questions:
- •11. Changes can also be described in more detail by modifying a verb with an adverb. Using a verb from box a and an adverb from box b make sentences describing the changes represented on the graph.
- •12. Read the following summary of the Magic Music Downloads. The expressions in bold refer to time and amount. Underline the expression that you think is correct according to the graph.
- •Write a brief summary of your own graph using the language you have covered in this lesson.
- •14. Extension. (If you have time in this lesson or for the beginning of the next lesson)
- •Up close and personal: Survey results
- •If your data are categorical:
- •If your data are numerical:
- •Reported speech Tense changes; time references; reporting questions; reporting verbs
- •1 Here is a conversation between Tanya and her teacher.
- •2 Underline the correct verb in each sentence.
- •3 Correct the mistakes in these sentences.
- •4 Report each of the sentences below using a verb from the box. Remember that you do not need to report the original words exactly.
- •Uniit 11 categorical data in tables and graphs
- •Practice the pronunciation of the words:
- •Memorize the following words and word combinations. Use them in the sentences. Pay attention to the prepositions.
- •Read and translate the following sentences:
- •Read and translate the text:
- •Complete the following sentences:
- •Ask 10 general questions to the text.
- •Answer the following questions:
- •Get ready to speak about presenting categorical data using tables. Draw the examples of a frequency, a cross-classification table and graphs to support your talk.
- •1 Fill in the gaps with the correct form of the verbs in brackets.
- •2 Underline the correct form of the verbs.
- •4 Fill in the gaps in the letter using both of the verbs in brackets.
- •Unit 12 numerical data in tables and graphs
- •1. Practice the pronunciation of the words:
- •2. Memorize the following words and word combinations. Use them in the sentences. Pay attention to the prepositions.
- •3. Read and translate the following sentences:
- •4. Read and translate the text:
- •Complete the following sentences:
- •6. Ask 10 disjunctive questions to the text.
- •7. Answer the following questions:
- •8. Get ready to speak about the graphs. Use the following phrases:
- •Likelihood based on conditions
- •I. Zero, first and second conditionals; other ways to introduce a condition
- •2 Fill in the gaps in the extracts below using the verbs in brackets in the correct form.
- •3 Decide if the underlined verbs are correct or not. Tick (✓) them if they are right and correct them if they are wrong
- •4 Underline the correct words.
- •II Third conditional; mixed conditionals; wishes and regrets; should(n’t) have
- •1 Fill in the gaps with the correct form of the verbs in brackets.
- •2 Read about two scientific discoveries that were made due to chance and complete the sentences.
- •3 Find and correct the mistakes in the sentences below.
- •Test Practice. Academic Reading
- •Academic Writing Task 3
- •Test Yourself (Units 7 – 12)
- •Keys to grammar exercises удалено Grammar references
- •Future continuous
- •Future perfect
- •Future perfect continuous
- •1 Adjectives
- •2 Adverbs
- •Irregular adverbs
- •Reported Statements
- •Reported Questions
- •Reported Orders
- •Reported Commands, Requests, Suggestions, etc
- •Difference in meaning between the to-infinitive and -ing form
- •The infinitive without to (also called bare infinitive) is used:
- •Conditionals:Types 2 and 3
- •Other words to introduce a condition
- •In case
- •Mixed conditionals
- •Irregular verbs
- •Glossary
- •Key vocabulary index
- •References
- •Content
Read and memorize the following words. Use them in the sentences.
Consist of Remove refer to
Focus on Consider compose of
Provide smb with be based on derive from
Framework undertake deal with
By accident deliberately benefit
Read and translate the following sentences:
1. I’d like a dessert consisting of fruit and cream, please. The team consists of four Europeans and two Americans. 2. Tonight's programme focuses on the way that homelessness affects the young. When the kitchen is finished I'm going to focus my attention on the garden and get that sorted out. 3. I deleted the wrong file by accident. 4. An operation was needed to remove the bullets from his chest. He had been removed from his job on medical grounds. 5. Have you considered surgery? We're considering buying a new car. If you buy an old house, you have to consider the cost of repairs. 6. Her latest TV serial is based on a true story. 7. Max has undertaken the task of restoring an old houseboat. 8. He deliberately lied to the police. 9. Refer to the users' guide if you have any problems. She spoke for an hour without once referring to her notes. 10. He composed this poem for his wife. My lawyer is going to compose a letter of complaint. The audience was composed largely of young people. 11. The English word 'olive' is derived from the Latin word 'oliva'. The institute derives all its money from foreign investments. She derives great pleasure/satisfaction from playing the violin. 12. I haven't got time to reply to this letter. Could you deal with it? Emergency services claim they do not have the resources to deal with a major disaster. His latest novel deals with the relationship between a man and his son. The second part of this document deals with staff training. 13. The discovery of oil brought many benefits to the town. One of the many benefits of foreign travel is learning how to cope with the unexpected. He's had the benefit of an expensive education and yet he continues to work as a waiter.
Read and translate the texts:
Statistics consists of tests used to analyse data. You have decided what your research question is, which group or groups you want to study, how those groups should be put together or divided, which variables you want to focus on, and what are the best ways to categorise and measure them. This gives you full control of your study, and you can manipulate it as you wish. Statistical tests provide you with a framework within which you can pursue your research questions. But such tests can be misused, either by accident or design, and this can result in potential misinterpretation and misrepresentation.
You could, for instance, decide to:
alter your scales to change the distribution of your data;
ignore or remove high or low scores which you consider to be inconvenient so that your data can be presented more coherently;
focus on certain variables and exclude others;
present correlation (the relationship between two variables, for example, height and weight – the taller people in the sample are thinner than the shorter people) as causation (tallness results in or is a cause of thinness).
It goes without saying that, because research is based on trust, you must undertake your research in an ethical manner, and present your findings truthfully. Deliberately misusing your statistics is inexcusable and unacceptable, and if it is discovered by your supervisor or examiner, retribution will be severe.
Because you are inexperienced in research, the main errors which you might make are bias, using inappropriate tests, making improper inferences, and assuming you have causation from correlations.
Bias
In ordinary language, the term ‘bias’ refers simply to prejudice. It could be that when the data you are using were collected, the respondents were prejudiced in their responses. You might get this kind of thing if you are eliciting attitudes or opinions. In statistical language, bias refers to any systematic error resulting from the collection procedures you used. For example, in a questionnaire, if the non-respondents (those who haven’t answered the questionnaire) are composed of, say, a large percentage of a higher socio-economic group, it could introduce bias (systematic error) because you would have an under-representation of that group in your study. Often the people with the strongest opinions, or those who have a greater interest in the results of the research, who may derive some benefit from the results, or who have a loyalty or allegiance to express, are more likely to respond to the questionnaire than those without those views or interests. There are procedures that can deal with nonresponse in questionnaires and interviews. It would benefit your research if you read up about these and included them in your research design if you are collecting data specifically for your research project (primary data) rather than reanalysing data that have already been collected for some other purpose (secondary data).