This document discusses how descriptive statistics and technology are widely used in everyday life. It explains that statisticians rely on technology like computers and software to perform data analysis and make decisions. The document advocates for teaching statistics through technology using online research data to engage students and help them see how statistics applies in the real world. It provides several examples of how the internet can be used as a resource for statistical blogs, podcasts, videos, data and analysis to teach students and illustrate the relevance of statistics.
Benchmarking tool: the student digital experienceJisc
Developed collaboratively with the National Union of Students and the Jisc change agents' network.
Taken from our learning and teaching practice experts group meeting on 23 June 2015
This document discusses learning analytics dashboards and how to design them effectively. It provides examples of existing learning analytics dashboards such as SNAPP, GISMO, and the Student Activity Meter. Common issues with dashboards are outlined, such as having too many screens, inadequate data context, and poor visualizations. The document recommends designing dashboards by reducing non-data elements, enhancing data visualization, and organizing information to support its intended meaning and use.
This document provides a summary of educational websites for students, teachers, languages, social sciences, mathematics, science, jobs, and teachers. It lists websites for free language learning courses, MOOCs, vocabulary games, social studies resources, math tools and lessons, science information, job search sites, and teacher resources. Some of the key websites mentioned include Duolingo, Coursera, Khan Academy, National Geographic, and Scholastic for various subjects.
This document summarizes Anthony Burik's presentation on teaching online. He begins by addressing common myths about online teaching, such as the need to be available 24/7 or that students don't develop a sense of community. Burik then defines different types of online and blended courses on a continuum from fully face-to-face to fully online. He discusses considerations for moving from teaching face-to-face to incorporating more online elements, including the technical, managerial, pedagogical/andragogical, and social aspects. Burik provides resources like OTAN's teacher survey to help educators assess their skills and develop a plan for teaching online.
Learning Analytics (or: The Data Tsunami Hits Higher Education)Simon Buckingham Shum
Keynote Address to The Impact of Higher Education: Addressing the Challenges of the 21st CenturyEuropean Association for Institutional Research (EAIR) 35th Annual Forum 2013, Erasmus University, Rotterdam, the Netherlands, 28-31 August 2013. http://www.eair.nl/forum/rotterdam
This presentation was created for a Walden University master's course. The content relates to online learning management systems (LMS) and the benefits they have.
How you can enhance your efficiency and effectiveness for teaching and learni...Jisc
Led by Paul McKean, head of further education and skills, Jisc.
With contributions from:
Rebecca Barrington, head of e-learning and innovation at Cornwall College
Yousef Fouda, group vice-principal, technology, Warwickshire College
Connect more in Cheltenham, 30 June 2016
Moodle is an open source online learning management system that allows teachers to extend learning beyond the classroom and offer online courses and professional development. It includes features like user profiles, blocks for adding content, course descriptions, activities, resources, forums, lessons, quizzes, gradebooks, and user reports. The document provides an overview of these core Moodle components and tips for using the platform effectively.
Benchmarking tool: the student digital experienceJisc
Developed collaboratively with the National Union of Students and the Jisc change agents' network.
Taken from our learning and teaching practice experts group meeting on 23 June 2015
This document discusses learning analytics dashboards and how to design them effectively. It provides examples of existing learning analytics dashboards such as SNAPP, GISMO, and the Student Activity Meter. Common issues with dashboards are outlined, such as having too many screens, inadequate data context, and poor visualizations. The document recommends designing dashboards by reducing non-data elements, enhancing data visualization, and organizing information to support its intended meaning and use.
This document provides a summary of educational websites for students, teachers, languages, social sciences, mathematics, science, jobs, and teachers. It lists websites for free language learning courses, MOOCs, vocabulary games, social studies resources, math tools and lessons, science information, job search sites, and teacher resources. Some of the key websites mentioned include Duolingo, Coursera, Khan Academy, National Geographic, and Scholastic for various subjects.
This document summarizes Anthony Burik's presentation on teaching online. He begins by addressing common myths about online teaching, such as the need to be available 24/7 or that students don't develop a sense of community. Burik then defines different types of online and blended courses on a continuum from fully face-to-face to fully online. He discusses considerations for moving from teaching face-to-face to incorporating more online elements, including the technical, managerial, pedagogical/andragogical, and social aspects. Burik provides resources like OTAN's teacher survey to help educators assess their skills and develop a plan for teaching online.
Learning Analytics (or: The Data Tsunami Hits Higher Education)Simon Buckingham Shum
Keynote Address to The Impact of Higher Education: Addressing the Challenges of the 21st CenturyEuropean Association for Institutional Research (EAIR) 35th Annual Forum 2013, Erasmus University, Rotterdam, the Netherlands, 28-31 August 2013. http://www.eair.nl/forum/rotterdam
This presentation was created for a Walden University master's course. The content relates to online learning management systems (LMS) and the benefits they have.
How you can enhance your efficiency and effectiveness for teaching and learni...Jisc
Led by Paul McKean, head of further education and skills, Jisc.
With contributions from:
Rebecca Barrington, head of e-learning and innovation at Cornwall College
Yousef Fouda, group vice-principal, technology, Warwickshire College
Connect more in Cheltenham, 30 June 2016
Moodle is an open source online learning management system that allows teachers to extend learning beyond the classroom and offer online courses and professional development. It includes features like user profiles, blocks for adding content, course descriptions, activities, resources, forums, lessons, quizzes, gradebooks, and user reports. The document provides an overview of these core Moodle components and tips for using the platform effectively.
A virtual learning environment (VLE) is a system designed to support teaching and learning through computers and the internet. It allows teachers to present course materials, track student performance, and facilitate communication through tools like email and discussions. A VLE typically includes features like course syllabi, materials, assessments, and different access for teachers and students. It aims to provide a consistent interface for all course components and resources through linking capabilities. VLEs are increasingly popular in education as they can save instructor time, provide students with internet-based resources, and integrate distance and campus-based learning.
At UVic, we wanted to gain a better understanding of the technology devices students bring and use at campus, so we surveyed students to gather data on the ownership and/or usage of: laptops, cellphones, tablets, email, collaborative document editing, desktop video, note taking, file backup, printing, and social-media.
Our project goals included:
- Discover technologies students were bringing with them to school and their use.
- Explore ways to use personal technology for research and engaging instruction.
- Identify means to provide equitable access to technologies for students who cannot afford to purchase it for themselves.
By the end of the session, participants will have a clear view of the technologies UVic students bring with them to school, as well as some potential ways those tools can be leveraged to provide more engaging instruction and better services to students.
- Rich McCue, Marcus Greenshields, In-In Po
This document summarizes Cal State Fullerton's strategy for piloting e-textbooks on campus. It discusses three phases of pilots conducted from 2012-2013 to test integration of e-textbooks into the learning management system and assess student and faculty experiences. The pilots revealed that while students enjoyed certain e-textbook features, adoption is still slow due to high costs and lack of publisher content. The university aims to develop a sustainable enterprise e-textbook model through closer partnerships between vendors, publishers, and academic programs.
Speaker: Scott Hibberson, subject specialist (online learning and the digital student experience), Jisc
This workshop will build confidence to design and deliver a digital curriculum – one that will prepare students to learn successfully in digital settings, and to thrive in a digital world.
Three activities will be introduced and attendees will be encouraged to share ideas about completing them. Participants will then be able to take away the associated resources and complete, reflect on and follow up the activities in their own time.
This slideshow tries to explain why schools should care about VLEs and gives just a hint of what you might be able to achieve with a properly integrated one
Technology integration and learning processljohn1594
This document provides strategies for integrating technology into classroom learning. It explains that technology integration is important because it can increase student motivation, improve communication of learning goals, facilitate higher-order thinking skills, and help students build skills for college and careers. Some suggested activities include creating a class website, taking virtual field trips, participating in online events, creating webquests, using textbook websites, conducting online research projects, creating multimedia presentations, and using common productivity software. The document also lists additional forms of technology that can engage students, such as calculator-based labs, scientific monitoring devices, drawing/animation software, GPS, email, cameras, and video editing suites.
Edbrix offers a complete E-Learning platform for students and teachers worldwide at all grade levels from K-12 to Higher Education and beyond. In addition, Edbrix leverages social networking technologies that everyone is familiar with and integrates into the learning environment in a safe and secure fashion. It utilizes the power of Google Apps and Microsoft 365 to deliver solutions with a minimal learning curve in a structured manner.
This document discusses learning dashboards and analytics. It introduces learning analytics as collecting learner traces to improve learning. Dashboards focus on providing awareness to learners about their own activities and progress. They aim to help learners reflect and make sense of their data, which can lead to behavior change. Effective dashboards consider what types of data to present, such as time spent, resource use, communication, and artifacts. They also consider how to visualize data for perceived usefulness and findings. Issues include data architecture, interoperability and privacy.
Invited talk, INSIGHT Centre for Data Analytics, Univ. Galway, 2 Oct 2013, http://www.insight-centre.org
Abstract:
Data and analytics are transforming how organisations work in all sectors. While there are clearly ethical issues around big data and privacy, there may also be an argument that educational institutions have a moral obligation to use all the information they have to maximize the learner's progress. So, assuming education can't (arguably shouldn't) resist this revolution, the question is how to harness this new capability intelligently. Learning Analytics is an exploding research field and startup market: do leaders know what to ask when the vendors roll up with dazzling dashboards? In this talk I'll provide an overview of developments, and consider some of the key questions we should be asking. Like any modelling technology and accounting system, analytics are not neutral, and do not passively describe sociotechnical reality: they begin to shape it. Moreover, they start with the things that are easiest to count, which doesn't necessarily equate to the things we value in learning. Given the crisis in education at many levels, what realities do we want analytics to perpetuate, or bring into being?
Bio:
Simon Buckingham Shum is Professor of Learning Informatics at the UK Open University's Knowledge Media Institute. He researches, teaches and consults on Learning Analytics, Collective Intelligence and Argument Visualization. His background is B.Sc. Psychology, M.Sc. Ergonomics and Ph.D. Human-Computer Interaction. He co-edited Visualizing Argumentation (Springer 2003), the standard reference in the field, followed by Knowledge Cartography (2008). In the field of Learning Analytics, he served as Program Co-Chair of the 2nd International Learning Analytics LAK12 conference, chaired the LAK13 Discourse-Centric Learning Analytics workshop, and the LASI13 Dispositional Learning Analytics workshop. He is a co-founder of the Society for Learning Analytics Research, Compendium Institute, LearningEmergence.net, and was Co-Founder and General Editor of the Journal of Interactive Media in Education. He serves on the Advisory Groups for a variety of learning analytics initiatives in education and enterprise, and is a Visiting Fellow at University of Bristol Graduate School of Education. Contact him via http://simon.buckinghamshum.net
EdisonLearning's eSchoolware is an online learning platform that provides tools for students, teachers, parents and administrators. It includes an online portal that centralizes access to courses, grades, communication tools and other resources. The platform allows schools to develop and deliver online content, track student performance, and facilitate communication between students, teachers and parents. It provides robust communication tools that are important for online learning environments to foster engagement and support for student success.
This document discusses potential research into how students use Web 2.0 tools and how that relates to social learning theories. It outlines how social networking, user-created content, and information gathering are key aspects of Web 2.0 and students. The proposed research question is how students' use of Web 2.0 tools ties into existing knowledge about social learning theories. Interviews, focus groups, and analyzing tool usage are suggested methodologies, with anticipated risks being getting a range student perspectives and the changing nature of Web 2.0 tools.
The paper was presented at ICALT 2013: http://infoscience.epfl.ch/record/185963?ln=en
This paper proposes a novel approach to build and deploy learning analytics dashboards in multiple learning environments. Existing learning dashboards are barely portable: once deployed on a learning platform, it requires considerable effort to deploy the dashboard elsewhere. We suggest constructing dashboards from lightweight web applications, namely widgets. Our approach allows to port dashboards with no additional cost between learning environments that implement open specifications (OpenSocial and ActivityStreams) for data access and use widget APIs. We propose to facilitate reuse by sharing the dashboards and widgets via a centralized analytics repository.
This document summarizes the LexDis website and its goals of being participatory, empowering, social, and casual while also building skills. It discusses how the website was originally created in 2009 to share learner experiences with e-learning and how it has evolved, including an external evaluation in 2016 that found 17% of users had disabilities. The document outlines feedback from 2016 users including suggestions to break up content into smaller sections, add date filtering and sharing options on social media. It concludes by thanking E.A. Draffan and listing some strategies for all students including MOOCs, flipped classrooms, alternate formats for media and assessments, and open educational resources.
Websites of Interest to Classroom Teachersashtonbooher
This document lists websites of interest to classroom teachers, providing resources such as lesson plans, teaching strategies, and classroom activities. It includes sites run by the U.S. Department of Education, ThinkQuest which allows students to create educational websites and compete for prizes, and Knowledge Loom where educators can share ideas and learn from each other. Many of the sites listed provide free teaching tools, lessons, and resources to help teachers integrate technology into the classroom.
Digital literacy among students is assessed, but their self-perception of skills does not always match reality. Each student's digital literacy starting point is unique, so support strategies must reflect this diversity. While academic staff are committed to enhancing opportunities for students, they may lack confidence in their ability to do so. Efforts focus too much on curriculum and not enough on supporting students outside of class time. Embedding digital literacy requires linking it to many institutional strategies and processes. Students must learn to self-evaluate, and institutions must help students use these evaluations to facilitate learning. Communicating employers' digital needs to students poses a challenge.
This document provides an overview of descriptive statistics techniques for summarizing categorical and quantitative data. It discusses frequency distributions, measures of central tendency (mean, median, mode), measures of variability (range, variance, standard deviation), and methods for visualizing data through charts, graphs, and other displays. The goal of descriptive statistics is to organize and describe the characteristics of data through counts, averages, and other summaries.
This document discusses the role and importance of statistics in scientific research. It begins by defining statistics as the science of learning from data and communicating uncertainty. Statistics are important for summarizing, analyzing, and drawing inferences from data in research studies. They also allow researchers to effectively present their findings and support their conclusions. The document then describes how statistics are used and are important in many fields of scientific research like biology, economics, physics, and more. It also provides examples of statistical terms commonly used in research studies and some common misuses of statistics.
Units and measurements & basic statisticsvajira54
This document discusses units and measurements in the International System of Units (SI) including base units, prefixes, and derived units. It provides examples of units used to measure length, area, volume, frequency, velocity, acceleration, force, pressure, work, energy, heat, power, mass, quantity, and concentration. Key units discussed include meters, liters, hertz, newtons, pascals, joules, watts, kilograms, grams, osmoles, daltons, and concentrations in grams per liter or grams per deciliter. The document concludes with medical examples applying these units such as blood pressure, pulse rate, and clinical measurements like hemoglobin and cholesterol levels.
A virtual learning environment (VLE) is a system designed to support teaching and learning through computers and the internet. It allows teachers to present course materials, track student performance, and facilitate communication through tools like email and discussions. A VLE typically includes features like course syllabi, materials, assessments, and different access for teachers and students. It aims to provide a consistent interface for all course components and resources through linking capabilities. VLEs are increasingly popular in education as they can save instructor time, provide students with internet-based resources, and integrate distance and campus-based learning.
At UVic, we wanted to gain a better understanding of the technology devices students bring and use at campus, so we surveyed students to gather data on the ownership and/or usage of: laptops, cellphones, tablets, email, collaborative document editing, desktop video, note taking, file backup, printing, and social-media.
Our project goals included:
- Discover technologies students were bringing with them to school and their use.
- Explore ways to use personal technology for research and engaging instruction.
- Identify means to provide equitable access to technologies for students who cannot afford to purchase it for themselves.
By the end of the session, participants will have a clear view of the technologies UVic students bring with them to school, as well as some potential ways those tools can be leveraged to provide more engaging instruction and better services to students.
- Rich McCue, Marcus Greenshields, In-In Po
This document summarizes Cal State Fullerton's strategy for piloting e-textbooks on campus. It discusses three phases of pilots conducted from 2012-2013 to test integration of e-textbooks into the learning management system and assess student and faculty experiences. The pilots revealed that while students enjoyed certain e-textbook features, adoption is still slow due to high costs and lack of publisher content. The university aims to develop a sustainable enterprise e-textbook model through closer partnerships between vendors, publishers, and academic programs.
Speaker: Scott Hibberson, subject specialist (online learning and the digital student experience), Jisc
This workshop will build confidence to design and deliver a digital curriculum – one that will prepare students to learn successfully in digital settings, and to thrive in a digital world.
Three activities will be introduced and attendees will be encouraged to share ideas about completing them. Participants will then be able to take away the associated resources and complete, reflect on and follow up the activities in their own time.
This slideshow tries to explain why schools should care about VLEs and gives just a hint of what you might be able to achieve with a properly integrated one
Technology integration and learning processljohn1594
This document provides strategies for integrating technology into classroom learning. It explains that technology integration is important because it can increase student motivation, improve communication of learning goals, facilitate higher-order thinking skills, and help students build skills for college and careers. Some suggested activities include creating a class website, taking virtual field trips, participating in online events, creating webquests, using textbook websites, conducting online research projects, creating multimedia presentations, and using common productivity software. The document also lists additional forms of technology that can engage students, such as calculator-based labs, scientific monitoring devices, drawing/animation software, GPS, email, cameras, and video editing suites.
Edbrix offers a complete E-Learning platform for students and teachers worldwide at all grade levels from K-12 to Higher Education and beyond. In addition, Edbrix leverages social networking technologies that everyone is familiar with and integrates into the learning environment in a safe and secure fashion. It utilizes the power of Google Apps and Microsoft 365 to deliver solutions with a minimal learning curve in a structured manner.
This document discusses learning dashboards and analytics. It introduces learning analytics as collecting learner traces to improve learning. Dashboards focus on providing awareness to learners about their own activities and progress. They aim to help learners reflect and make sense of their data, which can lead to behavior change. Effective dashboards consider what types of data to present, such as time spent, resource use, communication, and artifacts. They also consider how to visualize data for perceived usefulness and findings. Issues include data architecture, interoperability and privacy.
Invited talk, INSIGHT Centre for Data Analytics, Univ. Galway, 2 Oct 2013, http://www.insight-centre.org
Abstract:
Data and analytics are transforming how organisations work in all sectors. While there are clearly ethical issues around big data and privacy, there may also be an argument that educational institutions have a moral obligation to use all the information they have to maximize the learner's progress. So, assuming education can't (arguably shouldn't) resist this revolution, the question is how to harness this new capability intelligently. Learning Analytics is an exploding research field and startup market: do leaders know what to ask when the vendors roll up with dazzling dashboards? In this talk I'll provide an overview of developments, and consider some of the key questions we should be asking. Like any modelling technology and accounting system, analytics are not neutral, and do not passively describe sociotechnical reality: they begin to shape it. Moreover, they start with the things that are easiest to count, which doesn't necessarily equate to the things we value in learning. Given the crisis in education at many levels, what realities do we want analytics to perpetuate, or bring into being?
Bio:
Simon Buckingham Shum is Professor of Learning Informatics at the UK Open University's Knowledge Media Institute. He researches, teaches and consults on Learning Analytics, Collective Intelligence and Argument Visualization. His background is B.Sc. Psychology, M.Sc. Ergonomics and Ph.D. Human-Computer Interaction. He co-edited Visualizing Argumentation (Springer 2003), the standard reference in the field, followed by Knowledge Cartography (2008). In the field of Learning Analytics, he served as Program Co-Chair of the 2nd International Learning Analytics LAK12 conference, chaired the LAK13 Discourse-Centric Learning Analytics workshop, and the LASI13 Dispositional Learning Analytics workshop. He is a co-founder of the Society for Learning Analytics Research, Compendium Institute, LearningEmergence.net, and was Co-Founder and General Editor of the Journal of Interactive Media in Education. He serves on the Advisory Groups for a variety of learning analytics initiatives in education and enterprise, and is a Visiting Fellow at University of Bristol Graduate School of Education. Contact him via http://simon.buckinghamshum.net
EdisonLearning's eSchoolware is an online learning platform that provides tools for students, teachers, parents and administrators. It includes an online portal that centralizes access to courses, grades, communication tools and other resources. The platform allows schools to develop and deliver online content, track student performance, and facilitate communication between students, teachers and parents. It provides robust communication tools that are important for online learning environments to foster engagement and support for student success.
This document discusses potential research into how students use Web 2.0 tools and how that relates to social learning theories. It outlines how social networking, user-created content, and information gathering are key aspects of Web 2.0 and students. The proposed research question is how students' use of Web 2.0 tools ties into existing knowledge about social learning theories. Interviews, focus groups, and analyzing tool usage are suggested methodologies, with anticipated risks being getting a range student perspectives and the changing nature of Web 2.0 tools.
The paper was presented at ICALT 2013: http://infoscience.epfl.ch/record/185963?ln=en
This paper proposes a novel approach to build and deploy learning analytics dashboards in multiple learning environments. Existing learning dashboards are barely portable: once deployed on a learning platform, it requires considerable effort to deploy the dashboard elsewhere. We suggest constructing dashboards from lightweight web applications, namely widgets. Our approach allows to port dashboards with no additional cost between learning environments that implement open specifications (OpenSocial and ActivityStreams) for data access and use widget APIs. We propose to facilitate reuse by sharing the dashboards and widgets via a centralized analytics repository.
This document summarizes the LexDis website and its goals of being participatory, empowering, social, and casual while also building skills. It discusses how the website was originally created in 2009 to share learner experiences with e-learning and how it has evolved, including an external evaluation in 2016 that found 17% of users had disabilities. The document outlines feedback from 2016 users including suggestions to break up content into smaller sections, add date filtering and sharing options on social media. It concludes by thanking E.A. Draffan and listing some strategies for all students including MOOCs, flipped classrooms, alternate formats for media and assessments, and open educational resources.
Websites of Interest to Classroom Teachersashtonbooher
This document lists websites of interest to classroom teachers, providing resources such as lesson plans, teaching strategies, and classroom activities. It includes sites run by the U.S. Department of Education, ThinkQuest which allows students to create educational websites and compete for prizes, and Knowledge Loom where educators can share ideas and learn from each other. Many of the sites listed provide free teaching tools, lessons, and resources to help teachers integrate technology into the classroom.
Digital literacy among students is assessed, but their self-perception of skills does not always match reality. Each student's digital literacy starting point is unique, so support strategies must reflect this diversity. While academic staff are committed to enhancing opportunities for students, they may lack confidence in their ability to do so. Efforts focus too much on curriculum and not enough on supporting students outside of class time. Embedding digital literacy requires linking it to many institutional strategies and processes. Students must learn to self-evaluate, and institutions must help students use these evaluations to facilitate learning. Communicating employers' digital needs to students poses a challenge.
This document provides an overview of descriptive statistics techniques for summarizing categorical and quantitative data. It discusses frequency distributions, measures of central tendency (mean, median, mode), measures of variability (range, variance, standard deviation), and methods for visualizing data through charts, graphs, and other displays. The goal of descriptive statistics is to organize and describe the characteristics of data through counts, averages, and other summaries.
This document discusses the role and importance of statistics in scientific research. It begins by defining statistics as the science of learning from data and communicating uncertainty. Statistics are important for summarizing, analyzing, and drawing inferences from data in research studies. They also allow researchers to effectively present their findings and support their conclusions. The document then describes how statistics are used and are important in many fields of scientific research like biology, economics, physics, and more. It also provides examples of statistical terms commonly used in research studies and some common misuses of statistics.
Units and measurements & basic statisticsvajira54
This document discusses units and measurements in the International System of Units (SI) including base units, prefixes, and derived units. It provides examples of units used to measure length, area, volume, frequency, velocity, acceleration, force, pressure, work, energy, heat, power, mass, quantity, and concentration. Key units discussed include meters, liters, hertz, newtons, pascals, joules, watts, kilograms, grams, osmoles, daltons, and concentrations in grams per liter or grams per deciliter. The document concludes with medical examples applying these units such as blood pressure, pulse rate, and clinical measurements like hemoglobin and cholesterol levels.
Webquest Descriptive Statistics of the NCAAsrthomas
This WebQuest assignment uses descriptive statistics to analyze the performance of NCAA men's basketball teams from the Big 10 conference. Students are divided into groups and assigned roles to research statistics on 2-4 favorite teams, calculate descriptive statistics, conduct statistical tests, create visualizations, and present their findings. The goal is for students to apply their statistical knowledge to real-world sports data and communicate their analysis.
This document provides study tips and examination preparation strategies. It discusses effective note-taking techniques, such as listening for key points during lectures and rewriting notes after class. Successful study habits include planning study sessions, eliminating distractions, and reviewing material daily. Specific study methods like using flashcards, imagery techniques, and study groups are also outlined. The document concludes by emphasizing the importance of English language skills and describing different types of examinations, such as multiple choice questions, short answer questions, and oral exams.
Statistics is the methodology used to interpret and draw conclusions from collected data. It provides methods for designing research studies, summarizing and exploring data, and making predictions about phenomena represented by the data. A population is the set of all individuals of interest, while a sample is a subset of individuals from the population used for measurements. Parameters describe characteristics of the entire population, while statistics describe characteristics of a sample and can be used to infer parameters. Basic descriptive statistics used to summarize samples include the mean, standard deviation, and variance, which measure central tendency, spread, and how far data points are from the mean, respectively. The goal of statistical data analysis is to gain understanding from data through defined steps.
Introduction to Statistics - Basic Statistical Termssheisirenebkm
Statistics is the study of collecting, organizing, and interpreting numerical data. It has two main branches: descriptive statistics, which summarizes and describes data, and inferential statistics, which is used to analyze samples and make generalizations about populations. The key concepts in statistics include populations, samples, parameters, statistics, qualitative and quantitative data, discrete and continuous variables.
Descriptive statistics are used to summarize and describe characteristics of a data set. They include measures of central tendency like the mean, median, and mode as well as measures of variability such as range, standard deviation, and variance. Descriptive statistics help analyze and understand patterns in data through tables, charts, and summaries without drawing inferences about the underlying population.
This slides introduce the descriptive statistics and its differences with inferential statistics. It also discusses about organizing data and graphing data.
1. The document discusses descriptive statistics, which is the study of how to collect, organize, analyze, and interpret numerical data.
2. Descriptive statistics can be used to describe data through measures of central tendency like the mean, median, and mode as well as measures of variability like the range.
3. These statistical techniques help summarize and communicate patterns in data in a concise manner.
Statistics for the Health Scientist: Basic Statistics IIDrLukeKane
This document provides an overview of descriptive statistics concepts including measures of central tendency (mode, median, mean), measures of spread (range, interquartile range, standard deviation), transformation of data to normal distributions, and definitions of prevalence and incidence. It discusses choosing the appropriate statistical measure based on the type of variable and provides examples to illustrate prevalence, incidence, and how to calculate them from population data.
This document discusses descriptive and inferential statistics. Descriptive statistics are used to analyze and represent previously collected data through measures like frequency, range, mean, mode, and standard deviation. Variables can be nominal, ordinal, or interval. Inferential statistics are used to draw conclusions and make predictions based on descriptive statistics. Key concepts in inferential statistics include experiments, probability, population, sampling, and hypothesis testing.
Common statistical tools used in research and their usesNorhac Kali
Descriptive statistics are used to summarize and describe data through measures like means and percentages. They aim to describe a sample rather than make inferences about the underlying population. Parametric statistics assume the data comes from a known probability distribution and allow inferences about the distribution's parameters, but require the data to meet certain assumptions. Non-parametric methods make fewer assumptions and allow comparisons of ordinal data, making them more robust and widely applicable than parametric methods.
This document discusses using technology and internet resources to teach the order of operations in 7th/8th grade math. It provides examples of online videos, tutorials, practice quizzes and games that allow students to visually see the steps. Websites like Khan Academy and TeAchnology offer free lessons, worksheets and activities. The document also includes screenshots of online resources and a concept map showing how the internet can be used for assessment, homework help, and practicing arithmetic skills in an engaging way.
The document provides an agenda and details for a lead user training on web 2.0 tools and Ultranet. The morning session will cover exploring and learning how to implement various web 2.0 tools in the classroom. The afternoon session will focus on using Ultranet for learning tasks, student assessments and reporting. A list of web 2.0 tools and their uses are also provided to explore during a sandpit time.
MEAS Course on E-learning: 4 The online environment within the university and...Andrea Bohn
The document discusses resources for online learning both within and outside of universities. It provides a checklist for getting started with online learning at one's university, including identifying available asynchronous and synchronous tools, support services, and other faculty members' online materials. It also outlines free external resources like open-source learning management systems and content hosting platforms. The document emphasizes starting simply, planning ahead, and noting limitations of open environments like privacy and assessment issues.
MEAS Course on E-Learning: 4 The online environment within the university and...MEAS
The document discusses resources for online learning both within and outside of universities. It provides a checklist for getting started with online learning at one's university, including identifying available asynchronous and synchronous tools, support services, and other faculty members' online materials. It also discusses free external resources like open-source learning management systems and content hosting platforms. The document emphasizes starting simply, planning ahead, and noting limitations of open environments like privacy and assessment issues.
This document discusses integrating technology into a middle school probability curriculum. It recommends that students use online tools, games, videos and interactive websites to learn about probability concepts in an engaging way. Specific websites are recommended that provide tutorials, lessons, activities and practice problems related to probability. The document also discusses using online rubrics and wikis to assess students' understanding of probability.
This document discusses how technology and the internet can be used to teach students about how math is applied in sports. It provides examples of online resources like blogs, videos, podcasts and websites that can help students see how concepts like geometry, statistics and algebra relate to different sports. These tools make math more engaging and accessible by showing real-world applications and allowing independent exploration outside the classroom.
Learning Centers 2.0:
Enhancing Student Learning With Technology
Lisa D’Adamo-Weinstein & Craig Lamb
SUNY Empire State College
Wikis, iPods, blogs, texting…our students are using technology in
ways that make our heads spin. The purpose of this institute is to
get a handle on these technological innovations to help our students
learn better as they engage with our learning centers.
Focusing on current theories and best practices in enhancing
student learning through technology, attendees will learn about
new advances, engage in activities, and plan how to implement
technology to enhance learning assistance on their campuses.
This institute is appropriate for learning assistance, tutorial
services, and developmental education faculty and staff who develop
curriculum, workshops, and other resources for students.
Craig Lamb is the Director of Academic Support at Empire State College's, Center for Distance Learning. While Craig
is working primarily with students in need of additional academic support services and academic skill development,
and with faculty interested in delivering their courses content and material in more effective ways to increase student
learning, he is becoming more and more interested in the creative uses of new technology to enhance student learning
both within and outside the online class environment.
Lisa D'Adamo-Weinstein is currently the Director of Academic Support at Empire State College's Northeast Center.
Lisa has also taught and coordinated academic assistance and learning support programs at Indiana University's Student
Academic Center, including an academic retention course for at-risk students. She was the Coordinator of Student-Athlete
Academic Support at American University in Washington, D.C. Most recently, she directed the Academic
Excellence Program at the United States Military Academy, West Point for seven years until moving in August 2006 to
the NY State Capital Region. Lisa has published journal articles for The Learning Assistance Review (published by
the National College Learning Center Association—NCLCA) and is co-author of the book Piecing It Together: A Guide to Student Success.
Presentation on communication, collaboration, presentation, and interactive online tools that can be used in a virtual classroom to engage learners of all styles.
Integrating technology in to adult educationNell Eckersley
This document discusses integrating technology into adult education. It begins by introducing the presenter and agenda. The presenter then discusses why technology is important for instruction and learning in adult education, including supporting 21st century skills and real-world experiences. Approaches to technology integration are presented, including the POST method. A variety of tools for technology integration are also presented, including internet resources, software skills tutorials, and examples of tools like Google Drive and Evernote. Keyboarding and computer skills are discussed as important for assessments like the GED.
Teaching addition and subtraction to early elementary studentsandrea9129
This presentation provides resources for teaching basic addition and subtraction to students in grades K-1. It includes websites like Kids.gov, BBC Schools, and Free.Ed.gov that contain activities, videos and exercises. Teaching materials presented include math apps, worksheets using images, and virtual manipulatives. The goal is to incorporate different technologies and learning styles to help students understand mathematical concepts.
The document introduces the Quick Lessons e-learning tool. It describes the benefits of Quick Lessons, defines e-learning, and explains how to use the Quick Lessons tool to create online courses. Case studies are also mentioned. The document concludes by summarizing that it covered the Quick Lessons tool, e-learning courses, and how to create effective e-learning courses.
Virtual Training Suite launch June2010VTStutorials
30 new Virtual Training Suite tutorials were launched in June 2010 covering a wide range of subject areas. The tutorials are free online courses that teach students internet research skills for their university studies. They are designed for students who struggle finding appropriate sources or rely too heavily on sources like Google. Each tutorial takes about an hour and includes exercises and quizzes to help students discover, evaluate, and successfully use academic internet sources. Future plans include maintaining the tutorials and developing a licensing model to sustain the program.
The document discusses the history and development of networks and information systems in education. It provides details on how information systems can enhance learning, management, communication, and collaboration. The key points are that information systems allow ubiquitous access to data, engage students through interactive tools, and prepare students for the digital world through collaboration. The document concludes by outlining factors to consider when developing a technology plan, such as teacher training, curriculum alignment, community support, and administrative involvement.
The document discusses e-learning and its potential to improve education. It outlines four types of e-learning: informal self-paced, leader-led, and performance support tools. E-learning can help connect students to up-to-date materials and current events. It also allows students to broaden their experiences through online collaboration and language training. The document advocates for embracing e-learning to revitalize education and better engage students. Tools mentioned that support successful e-learning include internet applications, virtual simulations, and resources for collaboration.
Integrating Web 2.0 Tools in the Math ClassroomChris Marchetti
This document provides an overview and agenda for a presentation on using Web 2.0 tools in mathematics classrooms. The presentation goals are to provide an overview of Web 2.0, discuss why these tools should be used in the classroom, and explore ideas for how to incorporate them into mathematics teaching. Examples of Web 2.0 tools that could be used include blogs, wikis, podcasts, and online documents.
Edu642 fish, heather twitcast iste standardsHeather Fish
The document discusses ISTE student standard 5 on computational thinking and ISTE coach standard 5 on digital citizenship. For student standard 5, it defines computational thinking, explains why it is valuable for students to develop these skills, and provides examples of research showing improved learning outcomes when students engage in computational thinking activities. For coach standard 5 on digital citizenship, it defines the standard, explains why it is important for coaches to model and promote digital citizenship, and provides an example of how a coach could create a website to help implement the standard for students, teachers and parents.
This document provides an overview of wound healing, its functions, stages, mechanisms, factors affecting it, and complications.
A wound is a break in the integrity of the skin or tissues, which may be associated with disruption of the structure and function.
Healing is the body’s response to injury in an attempt to restore normal structure and functions.
Healing can occur in two ways: Regeneration and Repair
There are 4 phases of wound healing: hemostasis, inflammation, proliferation, and remodeling. This document also describes the mechanism of wound healing. Factors that affect healing include infection, uncontrolled diabetes, poor nutrition, age, anemia, the presence of foreign bodies, etc.
Complications of wound healing like infection, hyperpigmentation of scar, contractures, and keloid formation.
Walmart Business+ and Spark Good for Nonprofits.pdfTechSoup
"Learn about all the ways Walmart supports nonprofit organizations.
You will hear from Liz Willett, the Head of Nonprofits, and hear about what Walmart is doing to help nonprofits, including Walmart Business and Spark Good. Walmart Business+ is a new offer for nonprofits that offers discounts and also streamlines nonprofits order and expense tracking, saving time and money.
The webinar may also give some examples on how nonprofits can best leverage Walmart Business+.
The event will cover the following::
Walmart Business + (https://business.walmart.com/plus) is a new shopping experience for nonprofits, schools, and local business customers that connects an exclusive online shopping experience to stores. Benefits include free delivery and shipping, a 'Spend Analytics” feature, special discounts, deals and tax-exempt shopping.
Special TechSoup offer for a free 180 days membership, and up to $150 in discounts on eligible orders.
Spark Good (walmart.com/sparkgood) is a charitable platform that enables nonprofits to receive donations directly from customers and associates.
Answers about how you can do more with Walmart!"
A Visual Guide to 1 Samuel | A Tale of Two HeartsSteve Thomason
These slides walk through the story of 1 Samuel. Samuel is the last judge of Israel. The people reject God and want a king. Saul is anointed as the first king, but he is not a good king. David, the shepherd boy is anointed and Saul is envious of him. David shows honor while Saul continues to self destruct.
This presentation was provided by Rebecca Benner, Ph.D., of the American Society of Anesthesiologists, for the second session of NISO's 2024 Training Series "DEIA in the Scholarly Landscape." Session Two: 'Expanding Pathways to Publishing Careers,' was held June 13, 2024.
How to Make a Field Mandatory in Odoo 17Celine George
In Odoo, making a field required can be done through both Python code and XML views. When you set the required attribute to True in Python code, it makes the field required across all views where it's used. Conversely, when you set the required attribute in XML views, it makes the field required only in the context of that particular view.
Beyond Degrees - Empowering the Workforce in the Context of Skills-First.pptxEduSkills OECD
Iván Bornacelly, Policy Analyst at the OECD Centre for Skills, OECD, presents at the webinar 'Tackling job market gaps with a skills-first approach' on 12 June 2024
2. TECHNOLOGY INTEGRATION
• Descriptive statistics is widely applied and is used in
everyday life. Today, statistics and technology go hand-
in-hand. Statisticians rely on technology
(computers, software packages, etc.) to perform data
analysis and decision-making since they ease tedious
computations and graph creations. Therefore, it only
makes sense to teach statistics through technology.
Using up-to-date online research data will enable
students to connect what is learned in class to the
outside world, which increases their motivation to
achieve.
Access using WMV
Access using Flash
3. TECHNOLOGY INTEGRATION
CONTINUED
• Today’s advanced and instructional technologies
(software packages, simulations/animations, graphing
calculators, analysis tools, accessible and real-world
data, etc.) allow students to better visualize and
understand statistical concepts and issues.
• Using the Internet to play fun online games and quizzes
keeps students engaged and provides immediate
feedback for their success.
Access using WMV
Access using Flash
4. INTERNET CONTENT
• Countless students often ask their teachers: “Why do
we have to learn this? What’s the point?” Taking
advantage of the ever-advancing internet – writing
blogs, tuning in to podcasts, and watching instructional
videos – provides opportunities for students to witness
how important, useful, and relevant this topic is on a
global level. The internet is a great and priceless
resource for students to access realistic and current
statistical information, and to see for themselves how
the world revolves around statistical research.
• The following three slides provide examples of some
content made available by the Internet.
8. INTERNET RESOURCES
• The Internet is home to many reliable,
accurate, and up-to-date statistical
information and analysis presented by
various non-profit organizations and
government agencies.
• The following two slides provide some of
these resources.
9. INTERNET RESOURCES
• Khan Academy (CLICK LINK TO ACCESS WEBSITE)
– This non-profit organization provides free online
tutorials and lessons for various topics of
mathematics, history, chemistry, biology,
computer science, and more.
• STATS (CLICK LINK TO ACCESS WEBSITE)
– This organization takes a look at the major issues
and news stories from a statistical point of view.
Viewers can glance at in-depth analysis,
percentages, blogs, various resource links,
articles, and more.
10. MORE INTERNET RESOURCES
• United Nations Statistics Division
(CLICK LINK TO ACCESS WEBSITE)
– This organization’s main functions:
• Gathers, processes, and discloses statistical
information
• Coordinates statistical activities and programming
on an international level
• Standardizes statistical
definitions, classifications, and methods
12. TEACHING MATERIALS
• I can create my own quizzes. I can assign a practice-
quiz for homework the day before I give my
students a test. http://quizstar.4teachers.org/
(CLICK LINK TO ACCESS WEBSITE)
• My students can practice problems and complete
worksheets. They can also watch video lessons.
http://www.adaptedmind.com/p.php?tagId=1011#
(CLICK LINK TO ACCESS WEBSITE)
13. MORE TEACHING MATERIALS
• I can choose from many diverse and interactive
statistical activities for my students to engage in.
http://www.shodor.org/interactivate/activities/
• I can create custom puzzles for my students to
complete. They can also access worksheets.
http://www.edhelper.com/math.htm
(CLICK LINKS TO ACCESS WEBSITE)
15. INTERNET USES
• Online Data Sources
– http://www.indiana.edu/~statmath/
• This website makes more than thirty
mathematical and statistical software packages
available. It provides information for each
package as well as tutorials for how to use
them. Moreover, it provides access to free
software consultants.
– http://wps.aw.com/aw_weiss_introstats_8/
• The purpose of this website is to help viewers
better understand statistical concepts by
collaborating and interacting with simulations
and graphical demonstrations, and by analyzing
real data.
(CLICK LINKS TO ACCESS WEBSITES)
16. INTERNET USES CONTINUED
• Online Projects
– http://www.globalschoolnet.org/gsnpr/index.cfm
• This website provides teachers with the tools
that support the constructivist teaching
approach, future thinking strategies, and
project-management standards. Teachers can
browse current and archived projects from the
around the world on countless subjects and
topics.
(CLICK LINKS TO ACCESS WEBSITE)
18. RUBRICS AND ASSESSMENT
• Rubrics are a useful guide to assessing student
achievement and learning.
• http://www.teach-
nology.com/web_tools/rubrics/general/
– This website provides a template for teachers to
produce their own rubrics for any class projects
or assignments. I find this site easy to use
because it outlines the rubric for me and I only
have to fill in the blanks. My students are able to
assess themselves using my carefully-planned
rubric prior to submitting any data using Google
Docs.
(CLICK LINK TO ACCESS WEBSITE)
Editor's Notes
This background design was taken from “Images” on Google.com.This can also be accessed at http://www.imrcorp.com/innovative-marketing-blog/bid/58078/10-Inbound-Marketing-Statistics-You-Need-to-Know
This blogging site allows statistical experts from around the world to discuss new developments, share information, and to help each other find better ways to publically disclose their statistical research. By viewing these interesting and professional blogs, students are reminded of how often statistics is used in everyday life. Blog website:http://blogstats.wordpress.com/According to http://www.thebestcolleges.org/best-statistics-blogs/ , this professional blogging site is listed among the Top 50 Statistics Blogs of 2011.This image was copied from Microsoft Office Online Images – also available at http://office.microsoft.com/en-us/images/results.aspx?qu=statistics&ex=2#ai:MC900365662|
The leaders of this online radio show attempt to make sense of the numbers behind the news and everyday life. This podcast tackles the modern statistical issues which pertain to news topics. Students can remain up-to-date with current issues and can appreciate the high values of statistical knowledge and understanding. These issues and findings can capture the interest of many students since they include a wide range of topics.Podcast website: http://www.bbc.co.uk/podcasts/series/moreorlessThis podcast show is part of the British Broadcasting Corporation (BBC), which services countries around the globe. It is the largest broadcaster in the world. BBC’s homepage can be accessed at http://www.bbc.co.uk/This image was taken from “Images” on Google.com – also available at http://www.bbc.co.uk/podcasts/series/moreorless
This particular video discusses and explains mean, median, and mode. This Kahn Academy video is just one of many examples where my students can easily access an accurate, instructional video related to the topic that they are learning in class. It is a great way for students to refresh their memory, obtain further information, and to learn statistical topics in a different light. This instructional website was found on https://www.khanacademy.org/ (Kahn Academy), which was introduced by Module 6, Task #5. This image was taken from “Images” on Google.com – also available at http://theassailedteacher.com/2012/02/05/finally-more-criticism-of-the-khan-academy/
“Khan Academy” – https://www.khanacademy.org/ This website was introduced by Module 6, Task #5.“STATS” – http://www.stats.org/ This organization is an affiliate of George Mason University in Virginia (http://www.gmu.edu/). It has been recognized for its achievements in cracking down scientific and statistical misinformation. STAT’S’ successful work has been featured on “The NewsHour with Jim Lehrer”, NBC’s “Nightly News”, and ABC’s “20/20”. It has also been printed by The New York Times, Wall Street Journal, US News and World Report, New Scientist, Washington Post, New England Journal of Medicine, and many more.
“United Nations Statistics Division” – http://unstats.un.org/unsd/default.htm This is the official website of the well-known organization. It has been around for over sixty years in collecting and disseminating updated statistical information around the world. It is globally recognized for its achievements in service, professionalism, and integrity. For further information and proof of reliability, please see http://unstats.un.org/unsd/statcom/brochures/UNSD_Brochure.pdf
This graphic organizer was created by Inspiration 9 (Module 9, Task #1).How would this diagram/GO be used in an actual lesson?I use this graphic organizer on Microsoft PowerPoint to first introduce mean to my students. It contains all the necessary information to understand and calculate the mean. I also print and distribute this to all of my students so that they can refer to it in their notes. This is a great organizer since it also includes an example for my students to fall back on.How does this visual enhance student understanding of the topic?My students are able to see how definitions and formulas are connected. Each student can better understand the calculating process since this graphic organizer breaks everything down to the basic concepts. By talking through my lesson using this graphic organizer, I know that I am reaching those students who are visual and auditory learners.
http://quizstar.4teachers.org/ was found through http://www.4teachers.org/ (taken from Module 6, Task #3).http://www.adaptedmind.com/p.php?tagId=1011# was found through http://scrtec.org/track/(taken from Module 6, Task #3).
http://www.shodor.org/interactivate/activities/was found through http://scrtec.org/track/ (taken from Module 6, Task #3).http://www.edhelper.com/math.htm was found through http://www.edhelper.com/ (taken from Module 6, Task #3).
http://www.mathgoodies.com/lessons/toc_vol8.html was found throughhttp://www.mathgoodies.com/ (taken from the “Resources” section of the Blackboard website – Module 6, Task#4)
http://www.indiana.edu/~statmath/ was found through http://math.whatcom.ctc.edu/realdata/realdata.htm (taken from Module 7, Task #1).This website provides me with the information I need to rightfully choose which software package is the most effective for teaching my students. Software packages help compute tedious calculations and analyzing/interpreting statistical data.http://wps.aw.com/aw_weiss_introstats_8/was found through http://www.awl.com/weiss/e_iprojects/c01/chap01.htm(taken from Module 7, Task #1). This website works alongside the Introductory Statistics textbook by Neil A. Weiss. It provides Internet projects, case studies, data sets, and more for my students to work on.
http://www.globalschoolnet.org/gsnpr/index.cfmwas taken from Module 7, Task #1. This website is perfect for finding fun and hands-on statistical projects for my students to engage in.
Our class projects involve collecting and analyzing our own data. Google Docs makes it easier for my students to instantly collaborate and share data-packed information with me. Thanks to Google Docs, my students can send me any project-related Microsoft Excel files, documents, spreadsheets, or presentations using the Internet. I can easily notice who is not paying attention in class (or who is not doing their work) when I either do not receive any files from students (from Google Docs) or when the information/data is far from correct. Therefore, using Google Docs is a way to remind my students that they must participate in class and individually complete all work. Watch the YouTube video on Google Docs (introduced by Module 7, Task #1): http://www.youtube.com/watch?v=VyzAVuEj56sGoogle Docs website: http://www.docs.google.com/For more information on Google Docs and how it enhances collaboration, please visit: http://teacherlink.ed.usu.edu/tlresources/training2/Google/GoogleCollab.pdfThis image was taken from “Images” on Google.com – also available at http://edudemic.com/2010/06/41-new-ways-google-docs-makes-your-life-easier/
http://www.teach-nology.com/web_tools/rubrics/general/ was taken from Module 6, Task #6.