Sourcing Data Flashcards

1
Q

Define ‘data sourcing’.

A

How one goes out to gather data.

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2
Q

Which two ways of data sourcing are there?

A

Active and Passive

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3
Q

What is active data sourcing?

A

These are ways of acquiring records (or data) actively through fieldwork, surveys, interviews etc.

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4
Q

What is passive data sourcing?

A

These are ways of acquiring records (or data) that are made available from some “official” (or “recognised”)
sources (e.g., NGOs, agencies, companies, government, educational institutions etc.)

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5
Q

What is Open Data?

A

Official/recognised sources can make their data freely available to everyone to use & republish, repurpose it as they wish without any patent, legal or copyright restrictions.

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6
Q

What type of data is Open Data?

A

Secondary Data

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7
Q

What type of data is active data sourcing?

A

Primary Data

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8
Q

Define primary data.

A

This type of data source refers to the first hand data gathered by the user, researcher or enumerator through fieldwork, interviews, questionnaire surveys etc.,

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9
Q

Define primary data.

A

First hand data gathered by the user or researcher through fieldwork, interviews, questionnaire surveys etc.,

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10
Q

Define secondary data.

A

Data that has already been collected through a primary source and made readily available for other researcher(s) to use for their study or investigation.

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11
Q

What is internal secondary data?

A

If you are working in collaborating with an organisation that has some relevant data of interest and the organisation has collected the data and can provide
access to such users working within it or collaborators.

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12
Q

Give an example of internal secondary data.

A

Data scientists working within the UK Metropolitan Police service seeking to quantify the burden of various crime outcomes e.g. burglary, sexual assault etc.

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13
Q

What is external secondary data?

A
  • Open source websites (freely accessible)
  • Paying for the data (requires a license)
  • Online data service which is free but requires users to
    register etc.
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14
Q

List the advantages of primary data sources.

A
  • Data collected is always up-to date
  • Relevant and specific to user’s research aims and
    objectives
  • High-level, and greater of understanding about the
    nature and content of the dataset
  • High-level of accuracy as along as you do whatever in your power to minimise all kinds of systematic errors in the data collection process
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15
Q

List the disadvantages of primary data sources.

A
  • Depending on the study design – data collection is a very time consuming and expensive process
  • If you are collecting personal and sensitive data, you must DEFINITELY apply for ethnical approval before going out to get your data
  • You will have to clean, manage and maintain your own data
  • Possibility to falsify his/her data since one has his/her autonomy over the data
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16
Q

List the advantages of secondary data sources.

A
  • Ease of access and low cost, or even free if the data is from an open source platform.
  • Time-saving, especially if the data has already been processed and cleaned
  • Unlike primary data; secondary data are often
    collected routinely hence allowing for longitudinal analysis
  • Often secondary data are combined with different
    sources making it have variety of variables.
17
Q

List the disadvantages of secondary data sources.

A
  • No control over the quality
  • The secondary data might not be specific to your needs
  • The data can be biased in favour of the one whose gathered it.
  • You are not the owner and will never full understanding of the its nature & how it was collected
18
Q

Define ‘research design’.

A

The investigator’s plan for tackling a research question through collection of data, analysis and interpretation of such data, and finally a thorough discussion of that said data.

19
Q

List the two types of research designs.

A

Qualitative and quantitative.

20
Q

Describe ecological study design.

A

Unit of observation are at group- or aggregated level

21
Q

Describe a cross-sectional study design.

A

Data is collected on a single snap in time, and its
useful for generating further hypothesis.

22
Q

Describe a case control study design.

A

Observe the effect of an independent variable(s) on an
outcome that has already occurred. The time frame is
a retrospective analysis.

23
Q

Describe a cohort study.

A

Observe the effect of an independent variable(s) on an
outcome that has not happened yet. The time frame is
a prospective analysis.

24
Q

Describe a randomised control trial (RCT).

A

Observe the effect in an actual test group(s) (e.g.,
intervention, effectiveness of a teaching programme,
clinical trials for a vaccine)

25
Q

Whats the cost effectiveness of an ecological study design?

A

Cheapest as it relies on routinely collected data most of the time.

26
Q

Whats the cost effectiveness of a cross-sectional study design?

A

Less expensive as its conducted at a single time point and requires less resources.

27
Q

Whats the cost effectiveness of a case-control study design?

A

Quite expensive to interview participants to provide past experiences.

28
Q

Whats the cost effectiveness of a longitudinal study design?

A

Most expensive as it requires two or more follow up of subjects enrolled in the study so more resource and time are required.

29
Q

List a common bias involved in an ecological study design.

A

Ecological fallacy

30
Q

List a common bias involved in a cross-sectional study design.

A

Results are only representative at time of study.

31
Q

List a common bias involved in a case-control study design.

A

Recall bias.

32
Q

List a common bias involved in a longitudinal study design.

A

People dropping out of study can introduce lost-to-follow-up bias.