Research Methods Quiz: Data Types & Ethics

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Questions and Answers

Which of the following best describes secondary data?

  • Raw, unanalyzed sensor readings from specific devices
  • Information derived from analysis of existing personal information or other sources. (correct)
  • Data obtained through personal interviews.
  • Data collected directly from first-hand experience.

What is the primary purpose of qualitative data?

  • To perform large-scale data cleaning and validation.
  • To quantify population demographics through a census.
  • To make predictions using statistical models.
  • To provide detailed insights into a specific group of participants. (correct)

Which of the following is NOT a typical application of quantitative data?

  • Predicting future trends.
  • Identifying the motivations behind survey responses. (correct)
  • Improving process efficiency.
  • Describing large sample groups.

What would be an example of qualitative data generated by AI systems?

<p>Analysis of natural language processing or computer vision. (A)</p> Signup and view all the answers

Which of the following pieces of information should be recorded when referencing a primary source observation?

<p>Observer name, date and time of the observation and the location of the observation. (C)</p> Signup and view all the answers

What is the key difference between structured and unstructured interviews?

<p>Structured interviews follow a specific set of questions, while unstructured interviews are more fluid and conversational. (A)</p> Signup and view all the answers

What is the key benefit of using both quantitative and qualitative data in a research project?

<p>It can provide a comprehensive and nuanced understanding of the research topic. (A)</p> Signup and view all the answers

What is the primary purpose of the census data collected by the Australian Bureau of Statistics (ABS)?

<p>To gather population, housing, and other demographics for understanding population characteristics and informing policy. (D)</p> Signup and view all the answers

Which of the following are considered ethical principles that should be considered when interpreting information?

<p>Justice, respect, and beneficence (A)</p> Signup and view all the answers

What is the primary purpose of data verification?

<p>To ensure the data is accurate and free of transcription errors (C)</p> Signup and view all the answers

Which of the following is an example of bias through timing?

<p>Collecting data about consumer behavior solely during the pre-holiday sale period. (C)</p> Signup and view all the answers

Which of the following best describes data integrity?

<p>The degree to which data is correct, relevant, and usable. (B)</p> Signup and view all the answers

Why is relevant data important for decision making?

<p>It supports the objectives of the analysis without misleading or distracting. (C)</p> Signup and view all the answers

Which factor does not affect data accessibility?

<p>The clarity of the definitions of the data points. (D)</p> Signup and view all the answers

What role does context play in the interpretation of data?

<p>It provides background information to understand significance and limitations of the data. (A)</p> Signup and view all the answers

Which of the following best defines 'clear data'?

<p>Data that is well defined and easy to analyze and use. (B)</p> Signup and view all the answers

What type of data representation will Milorad use to present the internet usage statistics to the local council?

<p>Column chart and scatter diagram (B)</p> Signup and view all the answers

What does the term 'data integrity' refer to?

<p>The correctness and accuracy of data (A)</p> Signup and view all the answers

Which of the following best describes a 'closed-ended question'?

<p>A question limited to specific answers (B)</p> Signup and view all the answers

What is a differential backup?

<p>A backup that only copies altered files since the last full backup (D)</p> Signup and view all the answers

What is the main concern regarding the use of inaccurate or incomplete data?

<p>It can lead to biased or unfair outcomes. (A)</p> Signup and view all the answers

What role does transparency play in ethical data management?

<p>It helps in managing data ethically by specifying data use. (B)</p> Signup and view all the answers

Which data type can hold one of only two possible values, usually true or false?

<p>Boolean data type (B)</p> Signup and view all the answers

Which of the following is NOT a component of informed consent?

<p>Documenting data ownership. (C)</p> Signup and view all the answers

Why might Milorad need permission to conduct his research?

<p>To adhere to ethical standards (D)</p> Signup and view all the answers

What does the term 'bias' refer to in data analysis?

<p>A tendency to favor one side over another (A)</p> Signup and view all the answers

Which ethical issue arises from the misuse of personal data and information?

<p>Discrimination and profiling. (A)</p> Signup and view all the answers

What is a potential effect of failing to provide clear information to users about data use?

<p>Erosion of user trust. (C)</p> Signup and view all the answers

How should Milorad interpret the results regarding internet usage?

<p>By identifying trends and relationships among countries (C)</p> Signup and view all the answers

What ethical responsibility do organizations have regarding the data they manage?

<p>They must ensure the data’s accuracy and completeness. (B)</p> Signup and view all the answers

What should data subjects be explicitly informed about regarding their data?

<p>The potential future uses of their data. (A)</p> Signup and view all the answers

What issue arises when artificial intelligence systems repurpose and share data without consent?

<p>Violation of ethical standards. (B)</p> Signup and view all the answers

What is the primary focus of privacy laws in research?

<p>To prevent inappropriate intrusion into individuals' lives (A)</p> Signup and view all the answers

How should researchers store data collected during their research?

<p>In a durable and securely accessible form (B)</p> Signup and view all the answers

Which entity replaced the National Privacy Principles in Australia?

<p>Australian Privacy Principles (C)</p> Signup and view all the answers

What does APP 2 allow individuals to do?

<p>Use a pseudonym or different name in certain matters (B)</p> Signup and view all the answers

What is required to verify users' rights to access a network?

<p>A system of usernames and passwords (A)</p> Signup and view all the answers

What does APP 11 require organizations to do regarding personal information?

<p>Take reasonable steps to protect personal information (D)</p> Signup and view all the answers

What characteristic of cloud-computing companies makes them different from traditional storage methods?

<p>They provide off-site remote database storage (C)</p> Signup and view all the answers

Under APP 6, when can personal information be used for a secondary purpose?

<p>Only with consent from the individuals concerned (D)</p> Signup and view all the answers

What is a key aspect of a generative pre-trained transformer (GPT)?

<p>It samples many hundreds of millions of examples and establishes patterns. (D)</p> Signup and view all the answers

What can cause transcription errors when entering data into a computer?

<p>Misreading information due to interruptions. (A)</p> Signup and view all the answers

Why is sample size important in data collection?

<p>A larger sample size can lead to greater precision. (D)</p> Signup and view all the answers

What is a potential consequence of having a respondent with a vested interest in a survey?

<p>Bias can infiltrate the data collected. (B)</p> Signup and view all the answers

How does timing affect data collection?

<p>Poor timing can lead to biased or skewed results. (B)</p> Signup and view all the answers

What is a primary benefit of conducting interviews compared to surveys?

<p>Interviews allow for in-depth follow-up and clarification questions. (C)</p> Signup and view all the answers

Which statement best describes the nature of data on the internet?

<p>There is a plethora of unchecked information available online. (B)</p> Signup and view all the answers

What does the American Psychological Association (APA) primarily assist with?

<p>Supporting academic writing standards and style guidelines. (C)</p> Signup and view all the answers

Flashcards

Secondary Sources

Data derived from analysis of existing personal information or other sources, including observations, experimental results, and information from human biospecimens.

Data Collection Methods

Techniques used to gather information, such as surveys, interviews, observations, and sensor data.

Surveys

Surveys are quick ways to collect large amounts of data, offering closed or open-ended questions.

Interviews

Used to gather people's opinions and beliefs, with varying levels of structure, from highly structured to completely unstructured.

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Quantitative Data Purposes

Often used for describing, predicting, improving processes, and data cleansing.

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Qualitative Data Purposes

Useful for providing rich descriptions of a sample group and conducting in-depth participant studies.

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Census Data

The Australian Bureau of Statistics conducts a census every five years, collecting information on the population, housing, and other demographics. It informs policy decisions and urban planning.

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AI Generated Data

AI systems generate both quantitative and qualitative data. Quantitative data includes things like sensor data, predictive analytics, and user interaction metrics. Qualitative data encompasses natural language processing, computer vision, and audio analysis.

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Ethics

Accepted moral standards guiding behavior, distinct from laws.

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Transparency in data

Essential for ethical data management, involves specifying data collection purpose, storage, access, and ownership.

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Inaccurate or Incomplete Data

Can lead to bias and unfair outcomes in decision-making processes.

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Privacy

Crucial for managing and communicating sensitive data, protecting individuals from harm.

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Informed Consent

Seeking permission from individuals before collecting their data, ensuring informed consent.

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Misuse of Personal Data

Using personal data beyond its intended purpose or sharing without permission.

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Ethical Responsibility in Data Management

Individuals or organizations have a duty to ensure accurate and complete data.

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Ownership and Control of Data

Individuals have the right to know how their data is used and to access, use, and benefit from it.

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Accuracy of Data

The accuracy of data refers to its correctness, ensuring that information is reliable.

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Bias in Data

Bias in data occurs when prejudice or an unreasoned judgment skews results, leading to unreliable information.

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Data Integrity

Data integrity refers to the quality of data, ensuring it's accurate, complete, and consistent for reliable analysis and decision-making.

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Relevance of Data

Relevant data directly supports the objectives of analysis or decision-making, ensuring information is valuable.

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Accessibility of Data

Accessible data is available to the right people at the right time, ensuring its usability and effectiveness.

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Clarity of Data

Clear data is well-defined and easy to understand, making it analyzable and preventing errors in interpretation.

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Context in Data

Context provides background information about the data, including source, collection methods, and relevant metadata.

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Data Visualization

Data visualization techniques use visual representations like charts and graphs to effectively communicate data patterns and insights.

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Boolean Data Type

A type of data that can only be either true or false.

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De-identify

To remove identifying information from data, protecting individuals' privacy.

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Decrypt

The process of making encrypted data readable by translating it back into plain text.

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Differential Backup

A backup method where only altered files since the last full backup are copied. You need the full backup to restore.

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Data

Distinct facts, ideas, or information that can include numbers, text, images, and more.

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Data Types

Different categories for variables and data, determining what kind of information they can hold and how they can be handled.

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Bias

A prejudicial or biased judgment that may influence or distort data interpretation.

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What is ChatGPT?

A generative pre-trained transformer (GPT). ChatGPT is an example of an AI chat interface using a large language model.

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What is a variable?

A key word, phrase, or symbol that represents a value that may change within a computer program.

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How can timing impact data?

Data that is collected at a specific time can be misleading if it was not relevant to the purpose.

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What determines the output of ChatGPT?

The information you input into an AI program will influence the response.

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What can cause bias in data?

An individual, group, or organization having a vested interest may lead to biased data.

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How does data accuracy impact results?

The accuracy of the data is essential for generating a useful output. Errors can happen during data entry due to misreading or human error.

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Why is data processing timing important?

Data should be processed while it is current to maintain relevance for decision-making.

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How does sample size affect data reliability?

To ensure reliable findings, a large sample size generally leads to greater precision in data analysis.

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APP 11: Security of Personal Information

This principle emphasizes the importance of protecting personal information from misuse, unauthorized access, modification, and disclosure. Organizations must implement reasonable measures to ensure data security and potentially destroy or de-identify personal information in specific situations.

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Australian Privacy Principles (APPs)

The Privacy Act 1988 was amended in 2012 to implement the Australian Privacy Principles (APPs), which replaced the National Privacy Principles and Information Privacy Principles. These principles are applicable to Australian government agencies.

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APP 6: Use or Disclosure of Personal Information

This principle outlines that personal information should be used solely for the primary purpose it was collected for. Secondary use requires consent from individuals, emphasizing data use transparency and respecting personal privacy.

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APP 2: Anonymity and Pseudonymity

This principle acknowledges the individual's right to interact with organizations using a chosen name or pseudonym related to a specific matter. This provides a layer of privacy and anonymity for individuals.

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User Authentication

Username and password systems are used for authenticating user access to networks. This helps ensure only authorized individuals access sensitive information and resources.

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Cloud Computing

Cloud computing companies, like Google Drive or Dropbox, offer remote storage, processing, and computing resources. They often store data in real-time in a remote database.

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Privacy in Research

Protecting individual privacy is crucial and involves striking a balance between research interests and participant rights. Privacy laws aim to prevent inappropriate intrusions into individuals' lives.

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Data Security and Storage

Researchers have a responsibility to store data securely in a durable and accessible form, regardless of the format. This can involve physical security measures like backing up data and software-based controls for protection.

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Study Notes

Unit 1 Introduction

  • VCE Applied Computing Unit 1 examines how software tools (like databases and spreadsheets) create data visualizations.
  • Programming languages are also studied.
  • The problem-solving methodology, analyzing data, and creating data visualizations are applied.
  • Different data types are acquired and manipulated in software tools.
  • Two outcomes are required.

Area of Study 1: Data Analysis

  • Outcome 1: Students will gather and organize data, analyze it, and present the findings as visualizations.
  • Data validation and appropriate formats and conventions must be applied to data visualizations.
  • Solution requirements and designs will be provided by the teacher.

Area of Study 2: Programming

  • Outcome 2: Students will design and develop software solutions using provided program requirements.
  • Validation, debugging, and testing are essential parts of development.
  • Programming languages will be used.

Chapter 1: Data Analysis

  • Key knowledge on qualitative and quantitative data types, relevant software tools, quality, and characteristics of data.
  • Australian Privacy Principles (APPs) for data management/communication, referencing primary and secondary data.
  • Students will respond to a teacher-provided analysis of requirements to identify, collect, analyze data, and present visualizations.
  • Chapters 1 and 2 cover the key knowledge to complete Unit 1, Outcome 1.
  • Interpret teacher-provided solution requirements; collect and manipulate data; analyze patterns and relationships; and develop visualizations to present findings.

Understanding Research

  • Theories are used to describe, explain, and predict events.
  • Research questions help narrow the focus of investigations.
  • Hypotheses are based on probabilities, tested by data collection tools (like surveys, interviews).
  • There are qualitative and quantitative research methods.
  • Quantitative data (numerical) is easier to graph, while qualitative data provides detailed insights.

Applied Computing VCE Units 1&2

  • SPSS and Minitab are statistical software used to analyze quantitative data from surveys or other methods.
  • NVivo is a software package for analyzing qualitative data (non-numerical).
  • Quantitative studies use surveys for large samples that provide statistical validity.
  • Qualitative studies provide richer, in-depth data but may not generalize to a wider population.

Data and Information

  • Data: Raw, unorganized facts, figures, and symbols.
  • Information: Data in a meaningful and useful form.
  • Primary data: First-hand accounts, such as interviews/questionnaires.
  • Secondary data: Processed or interpreted data (textbooks, websites, etc.).

Sources

  • Primary sources: First-hand accounts of a person, object, event (e.g., interviews, observations).
  • Secondary sources: Summarized or interpreted information from other sources (e.g., books, articles).

Techniques

  • Surveys contain questions directly related to the research questions, using scales/alternatives.
  • Interviews are used for in-depth, further questions (often conducted face-to-face).

Surveys

  • Common method for collecting data, gather information on attitudes, beliefs, or preferences.
  • Carefully designed to avoid misinterpretation or useless data.

Interviews

  • Used to collect data about opinions and beliefs in a relaxed atmosphere.
  • Can be structured, semi-structured, or unstructured.

Data Collection Methods

  • Sensor data: Physical measurements (e.g., heart rate).
  • Surveys/Interveiws/Observation: Collecting data from people.

Quantitative/Qualitative Data

  • Quantitative Data: Data that is measurable or countable, used for numerical analysis, charts, and graphs.
  • Qualitative Data: Data about qualities or attributes, used for detailed descriptions of experiences or observations.

Data Types

  • Text: Character strings (e.g., names, addresses).
  • Numeric: Numbers (e.g., quantities, prices).
  • Boolean: Two possible values (e.g., true/false, yes/no).

Chapter 1 Data Analysis

  • Data integrity: The quality of data (crucial aspect), used to transform data into useful info (correct info = reliable information).
  • Data relevance: Data must be relevant to the question.
  • Data clarity: Data is clear and understandable, and free of ambiguity and bias, easy to use and analyze.
  • Data accuracy: Important to avoid issues of integrity, ensure accurate measurement, and maintain consistency.
  • Accessibility: Data must be accessible to the relevant people and in a usable format.

Context

  • Context is background information and circumstances (e.g., seasonality, recent events impacting data collection).
  • Context helps in understanding and interpreting data.
  • Important to avoid misunderstandings or misinterpretations.

Privacy

  • Privacy is upholding the privacy of research participants.
  • Preventing data misuse by people with access.
  • Personal identifiers (names, dates) that are associated with individuals should be removed.
  • De-identification must be comprehensive to protect individual identities.

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