This document discusses research methodology and provides guidelines for conducting research. It defines key terms like methodology, method, and research. It outlines the typical steps in the scientific research process, including formulating objectives and hypotheses, preparing a research design, and designing experiments. It also describes different types of research like exploratory, descriptive, analytical and predictive research. The document emphasizes the importance of reviewing existing literature and provides tips for doing so. Overall, it provides an overview of developing and planning a research study using proper scientific methodology.
Research and experimental development (R&D)
Creative work undertaken on a systematic basis in order to increase the stock of knowledge, including knowledge of man, culture and society, and the use of this stock of knowledge to devise new applications
Research sfvuiehfvodihvidohidhvhvhh.pptxhepigi6836
Biology is the study of life and living organisms. It is a vast field that encompasses various sub-disciplines such as genetics, ecology, anatomy, and more. The study of biology is essential as it helps us understand the world around us and how living organisms interact with each other and their environment.
One of the most fascinating aspects of biology is genetics. Genetics is the study of genes, heredity, and genetic variation in living organisms. It is a crucial field as it helps us understand how traits are passed down from one generation to another and how genetic mutations can lead to diseases.
Another important sub-discipline of biology is ecology. Ecology is the study of how living organisms interact with each other and their environment. It is a crucial field as it helps us understand how ecosystems function and how human activities can impact the environment.
In conclusion, biology is a vast and fascinating field that encompasses various sub-disciplines. It is essential as it helps us understand the world around us and how living organisms interact with each other and their environment. If you are interested in learning more about biology, there are many resources available online that can help you get started ¹²³⁴..
Source: Conversation with Bing, 29/12/2023
(1) Biology Essay Questions And Answers - KCPE-KCSE. https://kcpe-kcse.com/wp-content/uploads/2020/06/KCSE-BIOLOGY-ESSAY-QUESTIONS-AND-ANSWERS.pdf.
(2) Biology Free Essay Examples And Topic Ideas | PapersOwl.com. https://papersowl.com/examples/biology/.
(3) 160 Biology Essay Topics – EssayStone. https://essaystone.com/blog/160-biology-essay-topics/.
(4) Essays About Biology: Top 5 Best Examples and 6 Prompts. https://becomeawritertoday.com/essays-about-biology/.
(5) Biology | Definition, History, Concepts, Branches, & Facts. https://www.britannica.com/science/biology.
(6) en.wikipedia.org. https://en.wikipedia.org/wiki/Biology.
Research and experimental development (R&D)
Creative work undertaken on a systematic basis in order to increase the stock of knowledge, including knowledge of man, culture and society, and the use of this stock of knowledge to devise new applications
Research sfvuiehfvodihvidohidhvhvhh.pptxhepigi6836
Biology is the study of life and living organisms. It is a vast field that encompasses various sub-disciplines such as genetics, ecology, anatomy, and more. The study of biology is essential as it helps us understand the world around us and how living organisms interact with each other and their environment.
One of the most fascinating aspects of biology is genetics. Genetics is the study of genes, heredity, and genetic variation in living organisms. It is a crucial field as it helps us understand how traits are passed down from one generation to another and how genetic mutations can lead to diseases.
Another important sub-discipline of biology is ecology. Ecology is the study of how living organisms interact with each other and their environment. It is a crucial field as it helps us understand how ecosystems function and how human activities can impact the environment.
In conclusion, biology is a vast and fascinating field that encompasses various sub-disciplines. It is essential as it helps us understand the world around us and how living organisms interact with each other and their environment. If you are interested in learning more about biology, there are many resources available online that can help you get started ¹²³⁴..
Source: Conversation with Bing, 29/12/2023
(1) Biology Essay Questions And Answers - KCPE-KCSE. https://kcpe-kcse.com/wp-content/uploads/2020/06/KCSE-BIOLOGY-ESSAY-QUESTIONS-AND-ANSWERS.pdf.
(2) Biology Free Essay Examples And Topic Ideas | PapersOwl.com. https://papersowl.com/examples/biology/.
(3) 160 Biology Essay Topics – EssayStone. https://essaystone.com/blog/160-biology-essay-topics/.
(4) Essays About Biology: Top 5 Best Examples and 6 Prompts. https://becomeawritertoday.com/essays-about-biology/.
(5) Biology | Definition, History, Concepts, Branches, & Facts. https://www.britannica.com/science/biology.
(6) en.wikipedia.org. https://en.wikipedia.org/wiki/Biology.
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Empowering the Data Analytics Ecosystem: A Laser Focus on Value
The data analytics ecosystem thrives when every component functions at its peak, unlocking the true potential of data. Here's a laser focus on key areas for an empowered ecosystem:
1. Democratize Access, Not Data:
Granular Access Controls: Provide users with self-service tools tailored to their specific needs, preventing data overload and misuse.
Data Catalogs: Implement robust data catalogs for easy discovery and understanding of available data sources.
2. Foster Collaboration with Clear Roles:
Data Mesh Architecture: Break down data silos by creating a distributed data ownership model with clear ownership and responsibilities.
Collaborative Workspaces: Utilize interactive platforms where data scientists, analysts, and domain experts can work seamlessly together.
3. Leverage Advanced Analytics Strategically:
AI-powered Automation: Automate repetitive tasks like data cleaning and feature engineering, freeing up data talent for higher-level analysis.
Right-Tool Selection: Strategically choose the most effective advanced analytics techniques (e.g., AI, ML) based on specific business problems.
4. Prioritize Data Quality with Automation:
Automated Data Validation: Implement automated data quality checks to identify and rectify errors at the source, minimizing downstream issues.
Data Lineage Tracking: Track the flow of data throughout the ecosystem, ensuring transparency and facilitating root cause analysis for errors.
5. Cultivate a Data-Driven Mindset:
Metrics-Driven Performance Management: Align KPIs and performance metrics with data-driven insights to ensure actionable decision making.
Data Storytelling Workshops: Equip stakeholders with the skills to translate complex data findings into compelling narratives that drive action.
Benefits of a Precise Ecosystem:
Sharpened Focus: Precise access and clear roles ensure everyone works with the most relevant data, maximizing efficiency.
Actionable Insights: Strategic analytics and automated quality checks lead to more reliable and actionable data insights.
Continuous Improvement: Data-driven performance management fosters a culture of learning and continuous improvement.
Sustainable Growth: Empowered by data, organizations can make informed decisions to drive sustainable growth and innovation.
By focusing on these precise actions, organizations can create an empowered data analytics ecosystem that delivers real value by driving data-driven decisions and maximizing the return on their data investment.
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
3. METHODOLOGY PERSPECTIVE
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METHODOLOGY : System of Methods
METHOD: An orderly procedure for doing something
KBBI:
Metodologi adalah ilmu tentang metode; uraian tentang
metode
Metode adalah cara teratur yang digunakan untuk
melaksanakan suatu pekerjaan agar tercapai sesuai
dengan yang dikehendaki; cara kerja yang
bersistem untuk memudahkan pelaksanaan suatu
kegiatan guna mencapai tujuan yang ditentukan
4. METHODOLOGY PERSPECTIVE
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• Methods and methodologies are closely related to
research.
• Research methodology is the specific procedures or
techniques used to identify, select, process, and
analyze information about a topic.
• In a research paper, the methodology section allows
the reader to critically evaluate a study’s overall validity
and reliability
5. WHAT IS RESEARCH….?
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• Research is the systematic investigation into and study of
materials and sources in order to establish facts and reach
new conclusions.
• Research is the careful consideration of study regarding a
particular concern or problem using scientific methods.
• Problems can be interpreted as deviations between what
should be and what actually happened both in theory
and practice.
6. WHAT IS RESEARCH….?
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• Research is a quest for knowledge through diligent search or
investigation or experimentation aimed at the discovery and
interpretation of new knowledge.
• Research is an art of scientific investigation.
7. RESEARCH OBJECTIVES
• The purpose of research is to discover answers to questions through the
application of scientific procedures.
• The main aim of research is to find out the truth which is hidden, and which has
not been discovered as yet.
• Research Problem
• A research problem is a specific issue, difficulty, contradiction, or gap in
knowledge that you will aim to address in your research.
• Research problem is a statement about an area of concern, a condition to be
improved, a difficulty to be eliminated, or a troubling question that exists in
scholarly literature, in theory, or in practice that points to the need for
meaningful understanding and deliberate investigation
• Research Question
• Research Question is a question that a research project sets out to answer
8. THE PURPOSE OF RESEARCH IS TO:
• Review or synthesize existing knowledge
• Investigate existing situations or problems
• Provide solutions to problems
• Explore and analyze more general issues
• Construct or create new procedures or systems
• Explain new phenomenon
• Generate new knowledge
…or a combination of any of the above!
(Collis & Hussey, 2003)
9. DIFFERENT TYPES OF RESEARCH
• Exploratory Research
• Descriptive Research
• Analytical Research
• Predictive Research
10. EXPLORATORY RESEARCH
Exploratory research is undertaken
when few or no previous studies exist.
The aim is to look for patterns,
hypotheses or ideas that can be tested
and will form the basis for further
research.
Typical research techniques would
include case studies, observation and
reviews of previous related studies and
data.
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11. Descriptive research can be used to
identify and classify the elements or
characteristics of the subject, e.g.
number of days lost because of
industrial action.
Quantitative techniques are most often
used to collect, analyse and summarise
data.
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DESCRIPTIVE RESEARCH
12. ANALYTICAL RESEARCH
Analytical research often extends the Descriptive approach to suggest or
explain why or how something is happening, e.g. underlying causes of
industrial action. An important feature of this type of research is in locating
and identifying the different factors (or variables) involved.
13. PREDICTIVE RESEARCH
The aim of Predictive research is to speculate intelligently on future
possibilities, based on close analysis of available evidence of cause
and effect, e.g. predicting when and where future industrial action
might take place.
14. • Research question / Problem
• Background / Observation
• Formulate hypothesis
• Design experiment
• Test hypothesis / Collect data
• Interpret / Analyze results
• Publish findings
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What are you interested in?
What do you have to know about it?
Make observations & gather background
information about the problem
An educated guess …
It shall be possible to measure / test it.
It should help answer the original question
How will you test your hypothesis?
What tests will answer your question?
Test your hypothesis by executing your
experiments. Collect data from them
What do your results tell you?
Do they prove or disprove the hypothesis.
It is OK to be wrong
Write papers for conferences & journals.
Write thesis
SCIENTIFIC RESEARCH
STEPS
15. RESEARCH METHODOLOGY
• Research methodology is a way to systematically solve
the research problem.
• It may be understood as a science of studying how
research is done scientifically.
• In it we study the various steps that are generally
adopted by a researcher in studying his research
problem along with the logic behind them.
• It is necessary for the researcher to know not only the
research methods/techniques but also the
methodology.
16. STEP 1: STEPS IN FORMULATION OF A RESEARCH PROBLEM
1. Identify a broad field or subject area of interest to you.
2. Dissect the broad area into sub areas.
3. Select what is of most interest to you.
4. Raise research questions.
5. Formulate objectives.
6. Assess your objectives.
7. Double check.
17. STEP 2: BACKGROUND/OBSERVATION
• How has the work been done previously?
• What similar work has been leading up to this point?
• Study state of the art
• (literature review, projects, informal discussions, etc)
• Optional realization of preliminary experiments
• What distinguishes previous work from what you want to do?
• Who / What will be impacted by this research?
18. REVIEWING THE LITERATURE
• Essential preliminary task in order to acquaint yourself with the available body of
knowledge in your area of interest.
• Literature review is integral part of entire research process and makes valuable
contribution to every operational step.
• Reviewing literature can be time-consuming, daunting and frustrating, but is also
rewarding. Its functions are:
• Bring clarity and focus to your research problem;
• Improve your methodology;
• Broaden your knowledge;
• Contextualise your findings.
19. PROCEDURE FOR REVIEWING THE LITERATURE
1. Search for existing literature in your area of
study;
2. Review the literature selected;
3. Develop a theoretical framework;
4. Develop a conceptual framework.
20. REVIEW OF LITERATURE
Critically review the literature on the problem under study:
• Any such work done by other in the past.
• State whether you want to confirm the findings.
• Challenge the conclusion.
• Extend the work further.
• Bridge some gaps in the existing knowledge.
21. STEP 3: THE FORMULATION OF OBJECTIVES (1)
• Objectives are the goals you set out to attain in your study.
• They inform a reader what you want to attain through the study.
• It is extremely important to word them clearly and specifically.
• Objectives should be listed under two headings:
a) main objectives ( aims);
b) sub-objectives.
22. • The main objective is an overall statement of the thrust of your study.
• It is also a statement of the main associations and relationships that you seek to
discover or establish.
• The sub-objectives are the specific aspects of the topic that you want to investigate
within the main framework of your study.
• -They should be numerically listed.
• -Wording should clearly, completely and specifically
THE FORMULATION OF OBJECTIVES (2)
23. HYPOTHESES
• Hypotheses is an assumption, suspicion, assertion or an
idea about a phenomenon, relationship or situation, the
reality or truth of which you do not know.
• A researcher calls these assumptions/hypotheses and
they become the basis of an enquiry.
• In most studies the hypotheses will be based upon your
own or someone else’s observation.
• Hypotheses bring clarity, specificity and focus to a
research problem, but are not essential for a study.
• You can conduct a valid investigation without constructing
formal hypotheses.
24. STEP 4: PREPARING RESEARCH DESIGN
• Research design is the conceptual structure within which research would be
conducted.
• The function of research design is to provide for the collection of relevant
information with minimal expenditure of effort, time and money.
• The preparation of research design, appropriate for a particular research
problem, involves the consideration of the following :
1. Objectives of the research study.
2. Method of Data Collection to be adopted
3. Source of information—Sample Design
4. Tool for Data collection
5. Data Analysis-- qualitative and quantitative
25. EXPERIMENTAL METHOD
• Also called Empirical Research or Cause and Effect Method, it is a data-
based research, coming up with conclusions which are capable of being
verified with observation or experiment.
• Experimental research is appropriate when proof is sought that certain
variables affect other variables in some way.
26. DESIGN EXPERIMENT
• Includes planning in detail all the steps of the experimental phase. In engineering
research it often includes the design of a prototype / system architecture.
• Identify the variables that will be manipulated and measured – the research outcomes
must be measurable.
• In other words:
• What needs to be controlled in order to get an unbiased answer to the research question.
• Therefore: it is necessary to not only design a prototype / system but also the thesis
validation method !
• The plan should allow others to repeat it. It should be feasible...!
27. GUIDELINES TO CONSTRUCT A RESEARCH TOOL
• The underlying principle behind the guidelines suggested below is to ensure the
validity of your instrument by making sure that your questions relate to the objectives
of your study.
• Step I: Clearly define and individually list all the specific objectives or research
questions for your study.
• Step II: For each objective or research questions, list all the associated questions
that you want to answer through your study.
• Step III: Take each research question listed in step II and list the information
required to answer it.
• Step IV: Formulate question(s) to obtain this information.
28. STEP 5: COLLECTING DATA
• Having formulated the research problem,, developed a study design,
constructed a research instrument and selected a sample, you then
collect the data from which you will draw inferences and conclusions
for your study. Depending upon your plans, you might commence
interviews, mail out a questionnaire, conduct experiments and/or make
observations.
29. STEP 6: ANALYSING AND INTERPRETING DATA
• Processing and analyzing data involves a number of closely related operations
which are performed with the purpose of summarizing the collected data and
organizing these in a manner that they answer the research questions
(objectives).
• Interpretation is to which extent the research and the conclusions of the
research apply to the real world. It is not always so that good research will
reflect the real world, since we can only measure a small portion of the
population at a time.
30. STEP 7: REPORTING
THE FINDINGS
Writing the report is the last, and
for many, the most difficult step
of the research process. The
report informs the world what
you have done, what you have
discovered and what
conclusions you have drawn
from your findings. The report
should be written in an academic
style. Language should be
formal and not journalistic.
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31. “what we know is a drop, what we don't
know is an ocean”
Isaac Newton (1643 - 1727)
..Thank
You..
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