Data analysis practice resources (American based):
This web tool provides a quick and easy way of visualizing and analyzing data without advanced technological requirements. With Data Explorer, students can easily create a variety of plots to visualize data. They can also quickly generate statistical summaries and perform hypothesis testing with a variety of tests.
Using Data Explorer allows students to build their skills in data literacy and science practices by exploring real research data. The tool includes a curated collection of authentic data sets supplemented with background information and in-depth BioInteractive activities. Students can also import their own data sets to use within the tool. Projects can be saved and/or downloaded at any time.
The “Educator Materials” document includes background information and implementation suggestions for using the tool. The “How to Use Data Explorer” document provides a more in-depth guide on using the tool. The “Plot Selection Guide” and the “Statistical Analysis Selection Guide” can be used as supporting resources when teaching data visualization or statistical analysis.
Topic
Resource Type
Level
Research
Research steps are knowing how to ask the right questions, using credible sources, filtering out misleading facts, analysing the data, organising and then presenting the information in a concise and consolidated form.
Following is an article from https://www.teach-nology.com/worksheets/research/
How Students Can Become Better Researchers
The basis of everything we know is research. For students to understand the world around them, they must develop the skill of gathering, organizing, analyzing, and interpreting information. Conducting research will take them a long way in their educational and professional careers. The sheer volume of information available to us due to the rapid rise in technology has made it easier than ever to access information with the click of a button anywhere in the world.
It is also crucial for students to filter out fake information or a mere misrepresentation of facts. Students must be taught how to plan their research in a judicial manner, which will pave the way for them to become better researchers along with better decision-makers and influencers.
When a student has successfully developed the skill of conducting research, they will answer and solve any question or problem that arises. They will not have to look upon their peers and superiors for answers and ultimately become their teachers.
Research requires patience as an essential part of the writing process for students, and without this skill, they are likely to stumble at the first hurdle. Here are a few simple ways to help your students develop better research skills.
1. Be curious and ask more questions
Curiosity instills in us a powerful urge to ask questions and seek answers. By encouraging students to become curious, they will step out of their comfort zones and begin to see the world from a different perspective. A hunger for knowledge makes students better listeners and more receptive to information, ideas and perspectives around them. This will immensely add to their knowledge. There is no right or wrong question, and students must not be discouraged from either. Be patient, help them explore, and reach their conclusions to things.
2. Make the best use of the Internet and other sources
One can never underestimate the sheer volume of data and information that the Internet has in store for us. The foundation of good research is knowing when and how to ask the right questions. Making the best use of search engines like Google and Yahoo can make research easier for students.
A greater volume of data does not necessarily mean that the facts and sources are authentic. Students must gather data from reliable sources and filter out any misleading, deceptive, and ambiguous information. Students must check their facts from multiple sources to validate their authenticity. It is also essential to know how to cite the data gathered from the Internet.
The trick is to refine search queries as much as possible, which will increase the chances of the search engine returning information that is more relevant to the research. To get the best possible results from Google or any other search engine, students must use quotation marks around their search words to ensure that the search engine shows results for the entire phrase and not just individual words in the phrase. Another way is to search for reliable and well-known sites by typing the URL in the search bar.
The Internet is not the only place where students can find a data pool and information. Visiting libraries can be a big stepping stone towards becoming a good researcher. Reading books, magazines, newspapers, and journals add so much to your knowledge. Libraries are the best places for future researchers as they offer the best space for learning and growth. The library staff also helps students locate significant material on their research topics.
3. Establish SMART goals
To conduct any research, students must first establish their desired goal. Then they must ensure that their goals bring together two parameters: structure and tractability. Research goals and objectives should be:
Specific: Goals must be crisp, precise, and identifiable.
Measurable: Goals should be trackable and quantifiable. That makes it easier for them to be measured against results.
Achievable: Goals should be attainable, manageable, and realistic. Students should not have goals that are beyond their capacity.
Relevant: Ensuring that the goals are important to you.
Time-bound: The time frame for the goal to be achieved must be specified.
4. Participate in debates
Debating is a powerful tool that helps people exhibit their research power in practical terms. Debates also allow you to think critically. It is a whole experience that will require students to find, analyze their topic, brainstorm ideas, note down the facts and present them in the form of a speech or argument. By dividing the class into groups and assigning topics to them, healthy competition can be made out of it, allowing students to conclude their research in a few lines and improve their power of expression. It will give them confidence and promote future research and critical thinking, which will help them in their education and professional lives.
5. Avoid Plagiarism at all times
Students need to understand that plagiarism raises red flags. If you need to quote someone or use their work, you must know proper citation. There are several citation websites present on the Internet. You can enter the web page URL where you want to use your research. It automatically generates a citation in different styles like APA, Harvard, etc., which you can add to your research. It also adds authenticity to your wiring and gives the reader a good impression. If students are writing essays, they should know how to use quotation marks around quotes to highlight the text they are copying.
Research is knowing how to ask the right questions, using credible sources, filtering out misleading facts, organising your information, analysing your data and then presenting it in a concise and consolidated form.