Datamatics and Projecting Sierra Leone

Here are 20 and that can help you work more efficiently.

Himanshu Kumar on LinkedIn: #excel #ai #innovation #hiringnow | 28 comments Here are 20 Excel tricks and features that can help you work more efficiently: 1. Flash Fill: Excel can intelligently recognize patterns in your data and help… | 28 comments on LinkedIn

a First Impression: 6 Tips for Writing a

The abstract is perhaps the most important section of your manuscript for several reasons. First, the abstract is the first section that is read by journal editors when deciding whether to send your manuscript for review. Similarly, once your work is published, it is the first section that is examined by readers; in many cases, it is the only section of the manuscript that they will ever read. This is in part because most literature databases index only abstracts, and access to full-text articles is often restricted.

In this way, the abstract emerges as a tool to communicate your research succinctly while highlighting its most important facets. The following article describes how to write a great abstract that will attract maximal attention to your research.

1. Write the paper first
Some authors will tell you that you should write the abstract as soon as your research is complete. However, it is likely that your project has been spread out over months or even years; thus, the full picture of what you have accomplished may not be fresh in your mind. Writing the paper first solves this problem, effectively refreshing your memory as you condense all of the aspects of your work into a single document. The manuscript can then be used as a guide to write the abstract, which serves as a concise summary of your research.

If you are having a hard time figuring out where to start, consider going through your paper and highlighting the most important sentences in each section (introduction, methods, results, and discussion/conclusions). Then, use these sentences as an outline to write your abstract. At this point, it is also important to check your target journal's style guide to examine their abstract guidelines. For example, some journals require a structured abstract with discrete sections, and most journals impose a strict word count limit.

2. Provide introductory background information that leads into a statement of your aim
The first section of your abstract is very valuable real estate. These 1-3 sentences must inform the reader about why you have undertaken this research.

For example, “The importance of epistasis¬—non-additive interactions between alleles—in shaping population fitness has long been a controversial topic, hampered in part by lack of empirical evidence”1 is an excellent example of an introductory sentence that both states the main topic (the role of epistasis in shaping population fitness) and describes the problem (the lack of empirical evidence in this area). Thus, it immediately grabs the attention of the reader. The next sentence might go on to describe what information is lacking in the field or what previous researchers have done to try to address the problem.

Such statements can lead very naturally into a statement of how your research uniquely addresses the issue. Use of introductory phrases such as “Here, we aimed to…” or “Here, we demonstrate that…” indicates to the reader that you are stating the aim or purpose of your work.

AJE's abstract editing service is specifically designed to help you polish your abstract and meet word count limits.

3. Briefly describe your methodology
The methods section of your abstract is your chance to summarize the basic design of your study. Excessive detail is unnecessary; however, you should briefly state the key techniques used. Abstracts in biological or clinical fields should mention the organism, cell line, or population studied. For ecology papers, the location of the study is often an important piece of information. Papers describing clinical trials should mention the sample size, patient groups, dosages, and study duration. The following example provides all of this information clearly and concisely in a single sentence: “One hundred consecutive consenting male inpatients in a state of moderately severe, uncomplicated alcohol withdrawal at screening were randomized to receive either lorazepam (8 mg/day) or chlordiazepoxide (80 mg/day) with dosing down-titrated to zero in a fixed-dose schedule across 8 treatment days.”2

4. Clearly describe the most important findings of your study
Just as the abstract may be the most important part of your paper, the results subsection is likely the most important part of your abstract. This is because the main reason that people are reading your abstract is to learn about your findings. Therefore, the results subsection should be the longest part of your abstract, and you should try to maximize the amount of detail you include here.

For example, statements such as “significant differences in body weight were observed between the animals in groups A and B” are not very informative. Instead, consider making more specific statements, such as “the average body weight loss of the animals in group A was greater than that of the animals in group B (20.4±0.3 g vs. 8.4±0.6 g; p

IN TACKLING ’S RESEARCH DEFENSE QUESTIONS SUCCESSFULLY

A thesis defense, also known as a voce examination, is a formal evaluation conducted at the end of a graduate student's thesis or dissertation journey. It involves presenting and defending their work to a panel of faculty members or experts.
The defense the student's knowledge, research methodology, and ability to communicate their findings. The panel asks questions to evaluate the student's understanding, critical thinking, and research decisions.
The outcome can range from a with revisions to , and it signifies the student's readiness to contribute to their field of study.

The following are the guidelines students use to prepare ahead of their defense. Please note that these answers are generic examples, and you should tailor your responses based on the specifics of your research project. Additionally, consider incorporating specific examples, data, or findings to provide a more detailed and comprehensive defense.

Question 1: and Background
• Q: What is the motivation behind your research project?
• A: The motivation behind my research project stems from the recognition of a significant gap in the existing literature pertaining to [research topic]. Despite numerous studies focusing on [related aspects], there is a dearth of research specifically addressing [specific aspect or problem]. This research aims to fill this gap by [briefly mention the purpose of the research project].
• Q: How does your research contribute to the existing body of knowledge in your field?
• A: This research contributes to the existing body of knowledge by [explain the unique contributions]. Specifically, it [mention the novel insights, findings, or methodologies]. By doing so, it expands our understanding of [research topic], offers new perspectives, and provides a foundation for further investigations in the field.
• Q: Can you explain the key concepts and theories related to your research?
• A: Certainly. The key concepts and theories relevant to my research project include [mention key concepts/theories]. These concepts are fundamental in understanding the underlying mechanisms and frameworks that guide my research investigation. For instance, [provide a brief explanation or example illustrating their relevance to the research project].

Question 2: Objectives and Methodology
• Q: What are the specific objectives of your research project?
• A: The specific objectives of my research project are as follows: [list the objectives]. These objectives were carefully formulated to address the research problem and achieve a comprehensive understanding of [specific aspect or phenomenon].
• Q: How did you design and conduct your research study?
• A: The research study was designed as a [mention the research design, e.g., quantitative, qualitative, mixed methods]. I employed a [briefly explain the research methodology], which allowed me to gather and analyze data in a systematic and rigorous manner. Additionally, I carefully selected [participants/sample], considering [relevant factors], to ensure the representativeness of the study.
• Q: What methodologies, tools, or techniques did you use to collect and analyze data?
• A: To collect data, I employed [mention data collection methods, e.g., surveys, interviews, observations]. These methods were chosen to capture [relevant data aspects] and provide a comprehensive understanding of [research topic]. For data analysis, I utilized [mention data analysis techniques, e.g., statistical analysis, thematic analysis, content analysis], which enabled me to identify patterns, themes, and relationships within the data.

Question 3: and Analysis
• Q: What are the key findings of your research?
• A: The key findings of my research project include [mention the main findings]. For instance, I found that [provide a concise summary of the findings]. These findings shed light on [specific insights] and contribute to our understanding of [research topic].
• Q: How did you validate your results?
• A: To validate the results, I employed multiple strategies. Firstly, I ensured the reliability and validity of the data through [mention data validation methods, e.g., triangulation, member checking]. Secondly, I conducted a thorough review of relevant literature to compare and corroborate my findings with existing knowledge. Lastly, I engaged in discussions with my peers and received feedback from my research advisor to enhance the credibility of the results.
• Q: Can you explain any limitations or challenges encountered during the research process?
• A: Yes, there were a few limitations and challenges during the research process. One limitation was [mention a limitation, e.g., sample size, time constraints], which might have influenced the generalizability of the findings. Another challenge was [mention a challenge, e.g., accessing certain data], which made data collection more challenging. Despite these limitations and challenges, I took proactive measures to minimize their impact and ensure the validity and reliability of the research outcomes.

Question 4: and Interpretation
• Q: How do your findings relate to the existing literature in your field?
• A: The findings of my research project align with and extend the existing literature in several ways. They corroborate the findings of previous studies [mention specific studies], further validating the importance of [research topic]. Additionally, my findings contribute new insights by [explain the unique aspects of your findings]. These findings collectively support and enhance our knowledge of [research topic].
• Q: What are the implications and significance of your results?
• A: The results of my research project hold several implications and significance. Firstly, they provide valuable insights for [mention the relevant stakeholders, e.g., practitioners, policymakers, industry professionals] to [explain the potential applications or decision-making]. Secondly, they contribute to the theoretical understanding of [research topic] by [mention the theoretical implications]. Overall, the significance of these results lies in their potential to drive advancements, inform practices, and inspire further research in the field.
• Q: Are there any unexpected or contradictory results, and how do you explain them?
• A: Yes, there were a few unexpected or contradictory results in my research findings. For instance, [mention the unexpected or contradictory result]. I believe these anomalies can be attributed to [provide a plausible explanation based on the data or methodology]. Further exploration or follow-up research could provide deeper insights into these unexpected findings.

Question 5: and Novelty
• Q: What are the unique contributions of your research project?
• A: My research project makes several unique contributions. Firstly, it offers [mention the specific contributions, e.g., a new framework, novel methodology, empirical evidence] that fill the gap in [research area]. Secondly, it provides a comprehensive analysis of [specific aspect or phenomenon], which was previously unexplored. These contributions advance the field by [explain the broader impact and value].
• Q: How does your research address any gaps or limitations in previous studies?
• A: My research addresses gaps and limitations in previous studies in several ways. Firstly, it extends the scope of inquiry by [mention the expanded focus]. Secondly, it incorporates [mention additional variables, perspectives, or methodologies] that were previously overlooked. By addressing these gaps, my research project offers a more comprehensive and nuanced understanding of [research topic].
• Q: Can you discuss any innovative or novel aspects of your work?
• A: Certainly. My research project introduces [mention the innovative or novel aspects]. For instance, I incorporated [mention innovative methodologies, technologies, or frameworks] to analyze and interpret the data. This innovative approach enhances the validity and reliability

Question 6: Framework and Conceptual Model
• Q: What theoretical framework or model did you use to guide your research?
• A: The theoretical framework that guided my research is [mention the theoretical framework or model]. This framework provided a solid foundation for understanding the relationships between [relevant concepts or variables]. By employing this framework, I was able to structure my research design, data collection, and analysis in a coherent and systematic manner.
• Q: How does your conceptual model relate to the research objectives and findings?
• A: The conceptual model used in my research project acts as a visual representation of the relationships and interactions among the key variables or factors under investigation. It directly aligns with the research objectives by illustrating how the variables of interest are hypothesized to influence one another. As the research progressed, the findings confirmed, modified, or extended the relationships depicted in the conceptual model, providing empirical support for the proposed theoretical framework.
• Q: Can you explain any modifications or adaptations you made to existing theories or models?
• A: In my research project, I made certain modifications or adaptations to existing theories or models to better fit the context and scope of my study. For instance, I expanded upon [specific aspect] of an existing model to account for [additional factor or dimension]. This modification allowed for a more comprehensive understanding of the phenomenon under investigation. I ensured that these modifications were justified and supported by both theoretical reasoning and empirical evidence.

Question 7: Applications and Future Work
• Q: How can the findings of your research project be applied in practical settings?
• A: The findings of my research project have practical implications in [relevant field or industry]. They can be applied to [mention practical applications, processes, or interventions]. For example, the insights gained from this research can inform [specific actions, strategies, or decision-making processes]. By implementing these findings, organizations or professionals can enhance [desired outcome or impact].
• Q: Are there any potential follow-up studies or areas for future research?
• A: Absolutely. My research project opens up avenues for future studies in several areas. For instance, [mention potential follow-up studies, research questions, or areas for further investigation]. Additionally, exploring [related but unexplored aspect] or [expanding the research to different contexts or populations] could provide valuable insights. These future research directions can build upon my findings and contribute to the ongoing development of knowledge in the field.
• Q: What recommendations or suggestions do you have based on your research?
• A: Based on my research, I would recommend [provide specific recommendations or suggestions]. For instance, it might be beneficial to [implement certain strategies, policies, or interventions] to optimize [desired outcome]. Furthermore, I suggest [mention additional suggestions based on your findings]. These recommendations aim to [address specific challenges, improve practices, or enhance outcomes] based on the insights derived from my research project.
Question 8: Limitations and Future Directions
• Q: What are the limitations of your research project?
• A: Every research project has its limitations, and mine is no exception. Some limitations of my research project include [mention specific limitations, such as sample size, time constraints, or data availability]. These limitations should be considered when interpreting the findings and generalizing the results. Despite these limitations, I have taken steps to mitigate their impact and ensure the validity and reliability of the research outcomes.
• Q: How could the limitations of your research be addressed in future studies?
• A: Future studies can address the limitations of my research project by [mention potential strategies or approaches]. For example, expanding the sample size, extending the data collection period, or employing additional research methodologies could enhance the generalizability and robustness of the findings. Additionally, incorporating [mention specific variables or perspectives] that were not included in this study could further enrich the understanding of the research topic.
• Q: Can you discuss potential avenues for future research based on your findings?
• A: Based on my findings, there are several potential avenues for future research. For instance, further investigation could focus on [mention specific aspects or subtopics] to delve deeper into their mechanisms or explore their relationships with other variables.
Additionally, comparative studies across different [relevant contexts, populations, or industries] could provide valuable insights into the applicability and variability of the findings. These future research directions have the potential to expand and refine our understanding of the research area.

Question 9: Considerations
• Q: What ethical considerations were relevant to your research project?
• A: Ethical considerations played a crucial role in my research project. Some of the key ethical considerations were [mention specific ethical considerations, such as informed consent, privacy, confidentiality, or potential risks to participants]. I ensured that ethical guidelines and regulations were followed throughout the research process to protect the rights and well-being of the participants involved.
• Q: How did you address the ethical considerations in your research?
• A: To address the ethical considerations, I took several measures. Firstly, I obtained informed consent from all participants, clearly explaining the purpose, procedures, and potential risks involved in the study. Secondly, I ensured participant confidentiality by anonymizing or pseudonymizing the data. Additionally, I obtained necessary approvals from the relevant ethics committees or institutional review boards to ensure compliance with ethical standards.
• Q: Did you encounter any ethical challenges during your research, and if so, how did you handle them?
• A: Yes, I encountered ethical challenges during my research project. One challenge was [mention a specific ethical challenge, such as participant non-compliance or unexpected ethical dilemmas]. To address this challenge, I [describe the steps taken to resolve the ethical challenge, such as additional communication, seeking guidance from an ethics committee, or modifying the research procedures]. These measures were undertaken to maintain ethical integrity and uphold the rights and well-being of the participants.

Follow for more.

When it comes to learning how to best visualize your data, there is a plethora of great books, websites, blogs, and podcasts. In my Core Principles classes and workshops, I provide this cheat sheet as a summary of some of the core lessons. Obviously, this doesn’t cover everything, but I think it serves as a good reminder of best practices and core things to keep in mind.

DataViz Cheatsheet - PolicyViz Download a copy of my Core Principles of Data Visualization Cheat Sheet, a summary of intro material to do a better job communicating your data.

A violin plot combines the strengths of a boxplot with those of a histogram, and uses a smoothed probability density function (PDF) rather than a histogram to avoid the subjectivity of binning.

https://www.labxchange.org/library/items/lb:LabXchange:46f64d7a:html:1

TURNING YOUR / INTO A PUBLISHABLE JOURNAL ARTICLE

The dissertation and a peer reviewed journal article are rather different entities, and although there are similarities, each has their own requirements and audiences. This paper provides guidelines to assist a doctoral candidate to write up and publish journal articles based on their doctoral dissertation. The task of doing so requires thought and structured preparation to ensure that the draft article is in the appropriate format and is ready to be considered for publication in a peer reviewed journal.

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(PDF) Turning your dissertation into a publishable journal article PDF | The dissertation and a peer reviewed journal article are rather different entities, and although there are similarities, each has their own... | Find, read and cite all the research you need on ResearchGate

Deciding to submit a or for

When deciding whether to publish the work in your dissertation or thesis, first consider whether the findings tell a compelling story or answer important questions. Whereas dissertations and theses may present existing knowledge in conjunction with new work, published research should make a novel contribution to the literature.

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Adapting a dissertation or thesis into a journal article A completed dissertation or thesis is often submitted (with modifications) as a manuscript for publication in a scholarly journal. Thus, the dissertation or thesis often provides the foundation for a new researcher’s body of published work.

Data visualization
https://www.kdnuggets.com/2018/08/interpreting-data-set.html

An article critique is an assignment that requires a student to critically read a research article and reflect upon it. The key task is to identify the strong and weak sides of the piece and assess how well the author interprets its sources. Simply put, a critique reflects upon the validity and effectiveness of the article's author's arguments in his or her work.

For more, follow this link below

How to Critique an Article in 3 Steps (with Example) | EssayPro Find out the article critique structure and proper format, tips on gathering evidence, and article critique example.

Why you should not be scared of having in conducting your related research.

Although multiple problems have been cited with the studies on having a small sample size, many examples exist of useful studies on small samples.

Some big discoveries have started with case series such as the dissemination of Kaposi sarcoma in young homosexuals and pneumocystis pneumonia.

For example
Barry Marshall intentionally consumed H. pylori in 1984 and became ill. He took antibiotics and relieved his symptoms.

Most preclinical studies are done on a small sample of animals, particularly for regimens with a potentially harmful outcome such as insecticides. Animal experiments can be done in highly controlled conditions to nearly eliminate all the confounders, and thus, establish the cause-effect relationship without studying a big sample.

This shows that the for research is not the size* but the control of all the cofounders.

When they are under control, the variance decreases, and sufficient power is achieved with a smaller sample. _Thus, a study with a small sample can provide more believable results than those on a large sample with uncontrolled confounders._

of having smaller sizes in research

🥰Small samples have a tremendous advantage as highly sophisticated and accurate measurements can be made with all the precautions in place.

🥰The measurement errors and biases can be easily controlled and can be easily identified in a small sample.

🥰The aggregation errors that occur due to the combining of small and large values are less likely with small samples.

🥰Small samples give quick results, can be carried out in one center without the hassles of multicenter studies, and are easy to get the ethical committee approval.

🥰They may require exact methods of statistical analysis that can help in reaching more valid conclusions.

The importance of small samples in medical research Almost all bio-statisticians and medical researchers believe that a large sample is always helpful in providing more reliable results. Whereas this is true for some specific cases, a large sample may not be helpful in more situations than we contemplate ...

in Research

Replecability in modern research is extremely essential. One way to improve replecability is to go through and review process.

This process allows the editorial team including the reviewers to detect most of the - weakness, data planned agenda and any other frudulent activities including fabricated results which might have a detrimental effect on the paper/data.

Following the completion of these process from good journals, it will be highly likely for your paper to be published in factor journal.