The document discusses how to write strong hypotheses for scientific research. A hypothesis is a testable statement about the relationship between two or more variables. It should be based on existing knowledge and theories. When writing a hypothesis, researchers ask a focused question, do preliminary research, formulate a hypothesis statement predicting the relationship between an independent and dependent variable, refine the hypothesis to be specific and testable, and write an accompanying null hypothesis stating no relationship between the variables. Examples of hypotheses for different research questions are provided.
I have framed this talk to encourage Pharmacy students to embrace computing in general, and data science and artificial intelligence techniques in particular. The reason is that data-driven science has overtaken traditional lab science; chemistry and biology that underlie pharmacy have become data-driven sciences, and a significant majority of the new jobs in pharma industries demand data analysis skills. Increasingly, traditional bioinformatics approaches are being complemented or replaced by machine learning or deep learning algorithms, especially for cases that have large data sets. I will provide a few examples (e.g., drug discovery, finding adverse drug reactions and broadly pharmacovigilance, and selecting patients for clinical trials) to demonstrate how big data and/or AI are indispensable to pharma research and industry today.
I have framed this talk to encourage Pharmacy students to embrace computing in general, and data science and artificial intelligence techniques in particular. The reason is that data-driven science has overtaken traditional lab science; chemistry and biology that underlie pharmacy have become data-driven sciences, and a significant majority of the new jobs in pharma industries demand data analysis skills. Increasingly, traditional bioinformatics approaches are being complemented or replaced by machine learning or deep learning algorithms, especially for cases that have large data sets. I will provide a few examples (e.g., drug discovery, finding adverse drug reactions and broadly pharmacovigilance, and selecting patients for clinical trials) to demonstrate how big data and/or AI are indispensable to pharma research and industry today.
Summary of the strategy of building low-burn-rate startups, i.e. capital efficient and generally frugal. By taking advantage of open source, agile software, and iterative development, lean startups can operate with much less waste.
Market Opportunity Navigator, Lesson 5: Implications and BenefitsWhere to Play
Learn how to identify your best market opportunities with the framework developed by Marc Gruber and Sharon Tal.
Learn how to use the Market Opportunity Navigator over time, and how it complements and reinforces the Business Model Canvas and the Lean Start-up Methodology.
Learn more on our website:
https://wheretoplay.co/
++++
Stay in touch:
https://www.facebook.com/wheretoplay.co/
https://twitter.com/WhereToPlayCo
https://www.linkedin.com/company/wheretoplay/
Guillaume Balas gives fruitful advice in how to solidify your startup idea. He walks through the necessary steps to test whether or not your idea is going to work out. Additionally, he uses some of his own experiences in the startup world to demonstrate how to forge a successful product.
This content was produced for the 2015 Santiago semester of the Founder Institute by Founder Institute mentor
Guillaume Balas, co-founder of Tings and innovation expert. Follow him on Twitter to learn more:
https://twitter.com/guillaumebalas
Talk Summary:
State of the art AI approaches can struggle to create solutions which provide accurate results that stand the test of time. They are also plagued by problems such as bias and a lack of explainability. Causal AI addresses these key problems and is at the center of the Geminos Causeway platform, which is built on TypeDB.
This webinar will give you an introduction to why causal AI is so important, and how you can start to use it to drive more value for your organisation.
Speaker: Stuart Frost
Stu is the CEO and founder of Geminos. Their focus is on building AI-driven solutions for mid-sized Smart Manufacturing and Logistics companies, that are frustrated by their inability to digitalize their operations at sensible cost. Stu has 30 years’ experience in founding and leading successful data management and analytics startups, starting at 26 when he founded SELECT Software Tools, and led the company to a NASDAQ IPO in 1996. He then founded DATAllegro in 2003 which was acquired by Microsoft.
Every business should innovate - and innovation does not require coming up with earth-shattering new ideas. Innovation in business can be subtle and measured. Innovation should also be inclusive, meaning that all employees in a company should be able to give ideas on how to improve the business. Restricting innovation to a particular level of management or department is wasting potential resources that you already have - the creativity that lies hidden within your work force.
So get everyone involved and start innovating. If you don't you may just be left behind.
For more, see the full article at http://smallbusinessspot.com/how-important-is-innovation-in-business/
Market Opportunity Navigator, Lesson 1: OverviewWhere to Play
Learn how to identify your best market opportunities with the framework developed by Marc Gruber and Sharon Tal.
Discover what the method is all about in this swift introduction.
Learn more on our website:
https://wheretoplay.co
++++
Stay in touch:
https://www.facebook.com/wheretoplay.co/
https://twitter.com/WhereToPlayCo
https://www.linkedin.com/company/wheretoplay/
بوم مدل کسب و کار برای استارتاپهای حوزه اینترنت اشیا و الگوهای مدل کسب و کار برای این استارتاپها
ارائه شده در مدرسه تابستانی اینترنت اشیا در دانشگاه صنعتی امیرکبیر
Writing introduction, hypothesis and objectives of a thesis and scientific pa...Md. Nazrul Islam
This is the guideline for writing a thesis or scientific paper for MS students.
- Introduction
- Background and Setting
- Identification of Problem
- Definitions of hypothesis
- Types of hypotheses
- Guidelines for writing objectives and research questions
- Purpose Statement
- Objectives or Research Questions
- Assumptions
- Limitations
- Significance of The Study
Unpacking Nutrition Research and being an effective Science CommunicatorTim Crowe
Understand what can make nutrition research confusing in the conclusions it reaches and appreciate the key questions to ask when critiquing a research study. Then discover the principles of clear and effective science communication and how to maintain credibility and engage people in different ways on social media,
This PPT slide presentation deals with the Meaning of hypothesis, Types of hypothesis, Parameters of a good hypothesis, Importance of hypothesis, Source of hypothesis, Format of hypotheis & Formulation of testable hypothesis.
Hypothesis is a hunch the researcher or research team has. Basically a hypothesis is nothing more or less than a hunch to solve your research problem.
A good hypothesis by adding predictions on the how or why. So use sentences that include variations. If one cannot assess the predictions by observation or by experience, the hypothesis classes as not yet useful, and must wait for others who might come afterward to make possible the needed observations. For example, a new technology or theory might make the necessary experiments feasible.
Summary of the strategy of building low-burn-rate startups, i.e. capital efficient and generally frugal. By taking advantage of open source, agile software, and iterative development, lean startups can operate with much less waste.
Market Opportunity Navigator, Lesson 5: Implications and BenefitsWhere to Play
Learn how to identify your best market opportunities with the framework developed by Marc Gruber and Sharon Tal.
Learn how to use the Market Opportunity Navigator over time, and how it complements and reinforces the Business Model Canvas and the Lean Start-up Methodology.
Learn more on our website:
https://wheretoplay.co/
++++
Stay in touch:
https://www.facebook.com/wheretoplay.co/
https://twitter.com/WhereToPlayCo
https://www.linkedin.com/company/wheretoplay/
Guillaume Balas gives fruitful advice in how to solidify your startup idea. He walks through the necessary steps to test whether or not your idea is going to work out. Additionally, he uses some of his own experiences in the startup world to demonstrate how to forge a successful product.
This content was produced for the 2015 Santiago semester of the Founder Institute by Founder Institute mentor
Guillaume Balas, co-founder of Tings and innovation expert. Follow him on Twitter to learn more:
https://twitter.com/guillaumebalas
Talk Summary:
State of the art AI approaches can struggle to create solutions which provide accurate results that stand the test of time. They are also plagued by problems such as bias and a lack of explainability. Causal AI addresses these key problems and is at the center of the Geminos Causeway platform, which is built on TypeDB.
This webinar will give you an introduction to why causal AI is so important, and how you can start to use it to drive more value for your organisation.
Speaker: Stuart Frost
Stu is the CEO and founder of Geminos. Their focus is on building AI-driven solutions for mid-sized Smart Manufacturing and Logistics companies, that are frustrated by their inability to digitalize their operations at sensible cost. Stu has 30 years’ experience in founding and leading successful data management and analytics startups, starting at 26 when he founded SELECT Software Tools, and led the company to a NASDAQ IPO in 1996. He then founded DATAllegro in 2003 which was acquired by Microsoft.
Every business should innovate - and innovation does not require coming up with earth-shattering new ideas. Innovation in business can be subtle and measured. Innovation should also be inclusive, meaning that all employees in a company should be able to give ideas on how to improve the business. Restricting innovation to a particular level of management or department is wasting potential resources that you already have - the creativity that lies hidden within your work force.
So get everyone involved and start innovating. If you don't you may just be left behind.
For more, see the full article at http://smallbusinessspot.com/how-important-is-innovation-in-business/
Market Opportunity Navigator, Lesson 1: OverviewWhere to Play
Learn how to identify your best market opportunities with the framework developed by Marc Gruber and Sharon Tal.
Discover what the method is all about in this swift introduction.
Learn more on our website:
https://wheretoplay.co
++++
Stay in touch:
https://www.facebook.com/wheretoplay.co/
https://twitter.com/WhereToPlayCo
https://www.linkedin.com/company/wheretoplay/
بوم مدل کسب و کار برای استارتاپهای حوزه اینترنت اشیا و الگوهای مدل کسب و کار برای این استارتاپها
ارائه شده در مدرسه تابستانی اینترنت اشیا در دانشگاه صنعتی امیرکبیر
Writing introduction, hypothesis and objectives of a thesis and scientific pa...Md. Nazrul Islam
This is the guideline for writing a thesis or scientific paper for MS students.
- Introduction
- Background and Setting
- Identification of Problem
- Definitions of hypothesis
- Types of hypotheses
- Guidelines for writing objectives and research questions
- Purpose Statement
- Objectives or Research Questions
- Assumptions
- Limitations
- Significance of The Study
Unpacking Nutrition Research and being an effective Science CommunicatorTim Crowe
Understand what can make nutrition research confusing in the conclusions it reaches and appreciate the key questions to ask when critiquing a research study. Then discover the principles of clear and effective science communication and how to maintain credibility and engage people in different ways on social media,
This PPT slide presentation deals with the Meaning of hypothesis, Types of hypothesis, Parameters of a good hypothesis, Importance of hypothesis, Source of hypothesis, Format of hypotheis & Formulation of testable hypothesis.
Hypothesis is a hunch the researcher or research team has. Basically a hypothesis is nothing more or less than a hunch to solve your research problem.
A good hypothesis by adding predictions on the how or why. So use sentences that include variations. If one cannot assess the predictions by observation or by experience, the hypothesis classes as not yet useful, and must wait for others who might come afterward to make possible the needed observations. For example, a new technology or theory might make the necessary experiments feasible.
Embracing GenAI - A Strategic ImperativePeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
1. How to Write
Strong
Hypothesis
Dr. Kshitija Gandhi
PHD, MPHIL, MCOM,MBA,UGC NET
Vice Principal
Pratibha College of
Commerce and Computer studies
2. Hypothesis
• A hypothesis is a statement that can be
tested by scientific research. If you
want to test a relationship between
two or more things, you need to write
hypotheses before you start
your experiment or data collection.
• Daily apple consumption leads to
fewer doctor’s visits.
3. What is a hypothesis?
A hypothesis states your predictions
about what your research will find.
It is a tentative answer to your research
question that has not yet been tested.
For some research projects, you might
have to write several hypotheses that
address different aspects of your research
question.
A hypothesis is not just a guess — it
should be based on existing theories
and knowledge.
It also has to be testable, which means
you can support or refute it through
scientific research methods (such as
experiments, observations and
statistical analysis of data).
4. Variables
in
hypothese
s
In experimental and correlational research, hypotheses
propose a relationship between two or more variables.
An independent variable is something the researcher
changes or controls. A dependent variable is something
the researcher observes and measures.
Daily apple consumption leads to fewer doctor’s visits.
In this example, the independent variable is apple
consumption — the assumed cause. The dependent
variable is the frequency of doctor’s visits — the
assumed effect.
5. 1. Ask a question
WRITING A HYPOTHESIS BEGINS WITH A RESEARCH
QUESTION THAT YOU WANT TO ANSWER. THE
QUESTION SHOULD BE FOCUSED, SPECIFIC, AND
RESEARCHABLE WITHIN THE CONSTRAINTS OF YOUR
PROJECT.
DO STUDENTS WHO ATTEND MORE LECTURES GET
BETTER EXAM RESULTS?
6. Do some preliminary research
YOUR INITIAL ANSWER
TO THE QUESTION
SHOULD BE BASED ON
WHAT IS ALREADY
KNOWN ABOUT THE
TOPIC. LOOK
FOR THEORIES AND
PREVIOUS STUDIES TO
HELP YOU FORM
AT THIS STAGE, YOU MIGHT
CONSTRUCT A CONCEPTUAL
FRAMEWORK TO IDENTIFY
WHICH VARIABLES YOU WILL
STUDY AND WHAT YOU THINK
THE RELATIONSHIPS ARE
BETWEEN THEM.
7. Formulate your hypothesis
Now you should have
some idea of what you
expect to find. Write your
initial answer to the
question in a clear, concise
sentence.
Attending more lectures
leads to better exam
results.
4. Refine your hypothesis
You need to make sure your
hypothesis is specific and
testable. There are various
ways of phrasing a hypothesis,
but all the terms you use
should have clear definitions
hypothesis should contain:
• The relevant variables
• The specific group being studied
• The predicted outcome of the experiment or analysis
8. 5. Phrase your
hypothesis in three
ways
To identify the variables, you can write a
simple prediction in if…then form. The
first part of the sentence states the
independent variable and the second part
states the dependent variable.
If a first-year student starts attending
more lectures, then their exam scores will
improve.
9. 5. Phrase
your
hypothesis in
three ways
2. In academic research, hypotheses are
more commonly phrased in terms
of correlations or effects, where you
directly state the
predicted relationship between variables.
The number of lectures attended by first-
year students has a positive effect on their
exam scores.
10. 5. Phrase
your
hypothesis
in three
ways
3. If you are comparing two groups, the
hypothesis can state what difference you
expect to find between them.
First-year students who attended most
lectures will have better exam
scores than those who attended few
lectures.
11. 6. Write a null hypothesis
• 6. If your research involves statistical hypothesis testing, you will
also have to write a null hypothesis. The null hypothesis is the
default position that there is no association between the
variables. The null hypothesis is written as H0, while the
alternative hypothesis is H1 or Ha.
• H0: The number of lectures attended by first-year students has
no effect on their final exam scores.
H1: The number of lectures attended by first-year students has a
posi
12. Hypothesis examples
Research question Hypothesis Null hypothesis
What are the health
benefits of eating an
apple a day?
Increasing apple
consumption in over-60s will
result in decreasing
frequency of doctor’s visits.
Increasing apple
consumption in over-60s
will have no effect on
frequency of doctor’s
visits.
13. Hypothesis examples
Research question Hypothesis Null hypothesis
Which airlines have
the most delays?
Low-cost airlines are more
likely to have delays than
premium airlines.
Low-cost and premium
airlines are equally likely
to have delays.
14. Hypothesis examples
Research question Hypothesis Null hypothesis
What effect does
daily use of social
media have on the
attention span of
under-16s?
There is a negative
correlation between time
spent on social media and
attention span in under-
16s.
There is no relationship
between social media
use and attention span
in under-16s.
15. Hypothesis examples
Research question Hypothesis Null hypothesis
Can flexible work
arrangements improve
job satisfaction?
Employees who have flexible
working hours will report
greater job satisfaction than
employees who work fixed
hours.
There is no relationship
between working hour
flexibility and job satisfaction.