powerpoint presentation on data handling

Got any suggestions?

We want to hear from you! Send us a message and help improve Slidesgo

Top searches

Trending searches

memorial day

12 templates

17 templates

26 templates

20 templates

american history

73 templates

11 templates

Data Presentation templates

Data are representations by means of a symbol that are used as a method of information processing. thus, data indicate events, empirical facts, and entities. and now you can help yourself with this selection of google slides themes and powerpoint templates with data as the central theme for your scientific and computer science presentations..

Data Charts

Do you need different sorts of charts to present your data? If you are a researcher, entrepreneur, marketeer, student, teacher or physician, these data infographics will help you a lot!

Product Data Sheet Design

Download the "Product Data Sheet Design" presentation for PowerPoint or Google Slides and take your marketing projects to the next level. This template is the perfect ally for your advertising strategies, launch campaigns or report presentations. Customize your content with ease, highlight your ideas and captivate your audience with a...

Premium template

Unlock this template and gain unlimited access

Simple Data Visualization MK Plan

Have your marketing plan ready, because we've released a new template where you can add that information so that everyone can visualize it easily. Its design is organic, focusing on wavy shapes, illustrations by Storyset and some doodles on the backgrounds. Start adding the details and focus on things like...

Big Data Infographics

Explore and analyse large amounts of information thanks to these Big Data infographics. Create new commercial services, use them for marketing purposes or for research, no matter the topic. We have added charts, reports, gears, pie charts, text blocks, circle and cycle diagrams, pyramids and banners in different styles, such...

Data Analysis for Business

What helps employees of a company know how the business is performing and recognize current problems that are to be solved? Data analysis laid out in a presentation, for example. Since we all want to do our best in our jobs, this template can come in handy for you. Its...

Big Data and Predictive Analytics in Healthcare Breakthrough

Have you heard about big data? This analysis system uses huge amount of data in order to discover new tendencies, perspectives and solutions to problems. It has a lot of uses in the medical field, such as prescriptive analysis, clinical risk intervention, variability reduction, standardized medical terms… Use this template...

Data Analysis Meeting

Choose your best outfit, bring a notebook with your notes, and don't forget a bottle of water to clear your voice. That's right, the data analysis meeting begins! Apart from everything we've mentioned, there's one thing missing to make the meeting a success. And what could it be? Well, a...

Data Analytics Strategy Toolkit

Business, a fast-paced world where "yesterday" is simply "a lot of time ago". Harnessing the power of data has become a game-changer. From analyzing customer behavior to making informed decisions, data analytics has emerged as a crucial strategy for organizations across industries. But fear not, because we have a toolkit...

Software Development Through AI Pitch Deck

Download the "Software Development Through AI Pitch Deck" presentation for PowerPoint or Google Slides. Whether you're an entrepreneur looking for funding or a sales professional trying to close a deal, a great pitch deck can be the difference-maker that sets you apart from the competition. Let your talent shine out...

Math Subject for High School - 9th Grade: Data Analysis

Analyzing data is very helpful for middle schoolers! They will get it at the very first lesson if you use this template in your maths class. Visual representations of data, like graphs, are very helpful to understand statistics, deviation, trends… and, since math has many variables, so does our design:...

Maths for Elementary 2nd Grade - Measurement and Data

Make your elementary students have fun learning math operations, measurements and hours thanks to this interactive template. It has cute animal illustrations and a white background with a pastel purple frame. Did you notice the typography of the titles? It has a jovial touch that mimics the handwriting of a...

Statistics and Probability: Data Analysis and Interpretation - Math - 10th Grade

Download the "Statistics and Probability: Data Analysis and Interpretation - Math - 10th Grade" presentation for PowerPoint or Google Slides. High school students are approaching adulthood, and therefore, this template’s design reflects the mature nature of their education. Customize the well-defined sections, integrate multimedia and interactive elements and allow space...

Data Collection and Analysis - Master of Science in Community Health and Prevention Research

Download the "Data Collection and Analysis - Master of Science in Community Health and Prevention Research" presentation for PowerPoint or Google Slides. As university curricula increasingly incorporate digital tools and platforms, this template has been designed to integrate with presentation software, online learning management systems, or referencing software, enhancing the...

Statistics and Data Analysis - 6th Grade

Download the "Statistics and Data Analysis - 6th Grade" presentation for PowerPoint or Google Slides. If you’re looking for a way to motivate and engage students who are undergoing significant physical, social, and emotional development, then you can’t go wrong with an educational template designed for Middle School by Slidesgo!...

Data Analysis and Statistics - 5th Grade

Download the "Data Analysis and Statistics - 5th Grade" presentation for PowerPoint or Google Slides and easily edit it to fit your own lesson plan! Designed specifically for elementary school education, this eye-catching design features engaging graphics and age-appropriate fonts; elements that capture the students' attention and make the learning...

Data Analysis and Statistics - 4th Grade

Download the "Data Analysis and Statistics - 4th Grade" presentation for PowerPoint or Google Slides and easily edit it to fit your own lesson plan! Designed specifically for elementary school education, this eye-catching design features engaging graphics and age-appropriate fonts; elements that capture the students' attention and make the learning...

Digital Adaptation Meeting

Download the "Digital Adaptation Meeting" presentation for PowerPoint or Google Slides. Gone are the days of dreary, unproductive meetings. Check out this sophisticated solution that offers you an innovative approach to planning and implementing meetings! Detailed yet simplified, this template ensures everyone is on the same page, contributing to a...

Data Science Consulting

Do you want a high-impact representation of your data science consulting company? Don’t hit the panic button yet! Try using this futuristic presentation to promote your company and attract new clients.

• Page 1 of 6

New! Make quick presentations with AI

Slidesgo AI presentation maker puts the power of design and creativity in your hands, so you can effortlessly craft stunning slideshows in minutes.

Register for free and start editing online

• DynamicPowerPoint.com
• SignageTube.com
• SplitFlapTV.com

Data Reporting in PowerPoint

Nov 23, 2021 | Articles , DataPoint , DataPoint Automation , Evergreen

Technology has heavily influenced our daily life, making our lives easier in every aspect. Daily necessities have become easily available and affordable. In the corporate world, where people often have to track and play with numbers, technology has created different ways through which you get the result you require. All you have to do is input your command.

Handling data, creating reports and presentations have always been a hectic jobs. Well, now, it is not anymore, you can have your own presentation templates, reports and integrate the data you require. You can create multiple reports and presentations using just one template, and whatever data you want, you can get it from one single database.

Nowadays, presentation is needed to convey information, data, reports and project directives, etc. but creating a presentation or report is a time-consuming process. Especially when you have to manually process the relevant data and then put them into order to create a suitable report.

Starting from academics, researchers, evaluators, scientists and corporate world professionals, everyone uses presentations and makes reports on various topics, including finance, food and beverage, healthcare, index, marketing, retail and more. The main reason data reporting takes a lot of time to create is because individuals have to research a lot about the contemporary data, pile them up together, make sense out of them and then present it to the audience. As you can see, the process requires a lot of work.

But all of this can be avoided if you use a single and reliable data source like DataPoint. Let us discuss how automated reporting can take one step ahead of the game:

Normally what you do is collect and analyze the data and finally create a presentation or report where you mention your own insights. Sometimes you also include the expert opinion of any individual or any team. All of this is conducted and completed in PowerPoint. But PowerPoint is a tool that also has its own limitations. People have to do tedious tasks such as visualization, chart creation manually. Reports and presentations created manually have high chances of encountering errors. Datapoint exactly addresses these issues and makes the information of the reports reliable and up to date.

This way, the feature to automatically update data of your reports and presentation will save not only your mental health but also your money and time. With clever automation processes, your data will be automatically updated when you open the report or presentation.

Here are four prime characteristics of automated data reporting in PowerPoint:

Submit a Comment

Your email address will not be published. Required fields are marked *

Pin It on Pinterest

• StumbleUpon
• Print Friendly

• Data Handling
• Popular Categories

Powerpoint Templates

Icon Bundle

Kpi Dashboard

Professional

Business Plans

Swot Analysis

Gantt Chart

Business Proposal

Marketing Plan

Project Management

Business Case

Business Model

Cyber Security

Business PPT

Digital Marketing

Digital Transformation

Human Resources

Product Management

Artificial Intelligence

Company Profile

Acknowledgement PPT

PPT Presentation

Reports Brochures

One Page Pitch

Interview PPT

All Categories

Powerpoint Templates and Google slides for Data Handling

Save your time and attract your audience with our fully editable ppt templates and slides..

This colourful PowerPoint icon is perfect for illustrating data handling topics. It features a stack of colourful cubes with a graph and a magnifying glass, ideal for visualizing data analysis and storage.

This monotone PowerPoint icon is perfect for representing data handling topics. It features a graph and a magnifying glass, perfect for illustrating data analysis and research. Its a great choice for presentations on data handling, analytics, and research.

This slide represents the ethical AI data handling techniques in healthcare. Its objectives is to prioritise patient data for protection. This slide includes AI infrastructure, clinical decision, telemedicine and natural language processing. Introducing our premium set of slides with Ethical AI Data Handling And Healthcare Techniques Ellicudate the four stages and present information using this PPT slide. This is a completely adaptable PowerPoint template design that can be used to interpret topics like Ready Infrastructure, Telemedicine, Natural Language Processing So download instantly and tailor it with your information.

This slide showcases key benefits of effective employee issue resolution at workplace which helps in improving staff satisfaction and engagement. It provides information regarding effective communication, robust relationships, enhanced level of commitments, workplace environments etc. Increase audience engagement and knowledge by dispensing information using Implementing Workforce Analytics Impact Of Successful Handling Of Workforce Issues Data Analytics SS. This template helps you present information on three stages. You can also present information on Robust Relationships, Enhance Level Of Commitment, Effective Communication using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

This slide provides information regarding the trends existing during different stages of data handling in present paradigm to new paradigm in future. Present the topic in a bit more detail with this Monetizing Data And Identifying Value Of Data Comparing Existing Data Handling Trends. Use it as a tool for discussion and navigation on Data Acquisition, Data Processing And Storage, Data Consumption, Data Discovery. This template is free to edit as deemed fit for your organization. Therefore download it now.

This slide demonstrates how CDN protects data by issuing TLS or SSL certificates, blocking Bots and crawlers, and defending against DDoS assaults. Deliver an outstanding presentation on the topic using this Content Delivery Network It Data Security Handled By Cdn. Dispense information and present a thorough explanation of Data Security Handled By CDN using the slides given. This template can be altered and personalized to fit your needs. It is also available for immediate download. So grab it now.

Presenting our Data Handling Steps Ppt Powerpoint Presentation Slides Download Cpb PowerPoint template design. This PowerPoint slide showcases four stages. It is useful to share insightful information on Data Handling Steps This PPT slide can be easily accessed in standard screen and widescreen aspect ratios. It is also available in various formats like PDF, PNG, and JPG. Not only this, the PowerPoint slideshow is completely editable and you can effortlessly modify the font size, font type, and shapes according to your wish. Our PPT layout is compatible with Google Slides as well, so download and edit it as per your knowledge.

Presenting Collecting Data Handling Ppt Powerpoint Presentation Layouts Themes Cpb slide which is completely adaptable. The graphics in this PowerPoint slide showcase three stages that will help you succinctly convey the information. In addition, you can alternate the color, font size, font type, and shapes of this PPT layout according to your content. This PPT presentation can be accessed with Google Slides and is available in both standard screen and widescreen aspect ratios. It is also a useful set to elucidate topics like Collecting Data Handling. This well-structured design can be downloaded in different formats like PDF, JPG, and PNG. So, without any delay, click on the download button now.

This slide shows the different methods that can be used to handle the noisy data during the data preparation i.e. data binning, preprocessing in clustering, machine learning and removing manually. Increase audience engagement and knowledge by dispensing information using Efficient Data Preparation Make Information Implementing Data Preprocessing Handling Noisy Data. This template helps you present information on four stages. You can also present information on Data Binning, Removing Manually, Machine Learning using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

This slide shows the different methods that can be used to handle the missing data during the data preparation i.e. ignoring the missing record, filling the missing values manually and filling using computed values. Deliver an outstanding presentation on the topic using this Implementing Data Preprocessing Handling Missing Data Efficient Data Preparation Make Information. Dispense information and present a thorough explanation of Preparation, Process, Unrecognized using the slides given. This template can be altered and personalized to fit your needs. It is also available for immediate download. So grab it now.

This slide shows the different methods that can be used to handle the missing data during the data preparation i.e. ignoring the missing record, filling the missing values manually and filling using computed value Increase audience engagement and knowledge by dispensing information using F302 Overview Preparation Effective Data Preparation Implementing Data Preprocessing Handling Missing Data. This template helps you present information on three stages. You can also present information on Preparation, Process, Software using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

This slide shows the different methods that can be used to handle the noisy data during the data preparation i.e. data binning, preprocessing in clustering, machine learning and removing manually Introducing Implementing Data Preprocessing Handling Noisy Data Overview Preparation Effective Data Preparation to increase your presentation threshold. Encompassed with four stages, this template is a great option to educate and entice your audience. Dispence information on Machine Learning, Removing Manually, Data Binning, using this template. Grab it now to reap its full benefits.

Presenting our Handling Data Ppt Powerpoint Presentation Infographics Graphics Design Cpb PowerPoint template design. This PowerPoint slide showcases three stages. It is useful to share insightful information on Handling Data This PPT slide can be easily accessed in standard screen and widescreen aspect ratios. It is also available in various formats like PDF, PNG, and JPG. Not only this, the PowerPoint slideshow is completely editable and you can effortlessly modify the font size, font type, and shapes according to your wish. Our PPT layout is compatible with Google Slides as well, so download and edit it as per your knowledge.

This slide demonstrates how CDN protects data by issuing TLS or SSL certificates, blocking Bots and crawlers, and defending against DDoS assaults. Increase audience engagement and knowledge by dispensing information using Data Security Handled By CDN Ppt Powerpoint Presentation Outline Influencers. This template helps you present information on three stages. You can also present information on Layer Security, Server Resources, Restrict Threats using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

Presenting Handle Big Data In Powerpoint And Google Slides Cpb slide which is completely adaptable. The graphics in this PowerPoint slide showcase five stages that will help you succinctly convey the information. In addition, you can alternate the color, font size, font type, and shapes of this PPT layout according to your content. This PPT presentation can be accessed with Google Slides and is available in both standard screen and widescreen aspect ratios. It is also a useful set to elucidate topics like Handle Big Data. This well structured design can be downloaded in different formats like PDF, JPG, and PNG. So, without any delay, click on the download button now.

This slide provides information regarding the trends existing during different stages of data handling in present paradigm to new paradigm in future. Introducing Turning Data Into Revenue Comparing Existing Data Handling Trends Ppt Icon Inspiration to increase your presentation threshold. Encompassed with three stages, this template is a great option to educate and entice your audience. Dispence information on Data Acquisition, Data Processing And Storage, Data Consumption, using this template. Grab it now to reap its full benefits.

This slide provides information about various concerns that are faced by firm due to ineffective handling of data. Due to inefficient handling of data, firm is facing issues such as poor sales performance, high customer churn rate. Introducing Turning Data Into Revenue Determine Present Concerns Due To Ineffective Data Handling to increase your presentation threshold. Encompassed with three stages, this template is a great option to educate and entice your audience. Dispence information on Outdated Data, Management Systems, Bad Sales Performance, High Customer Churn Rate, using this template. Grab it now to reap its full benefits.

This slide demonstrates how CDN protects data by issuing TLS or SSL certificates, blocking Bots and crawlers, and defending against DDoS assaults. Present the topic in a bit more detail with this Data Security Handled By Cdn Cdn Edge Server Ppt Styles Graphics Design. Use it as a tool for discussion and navigation on Certificates, Server, Resources. This template is free to edit as deemed fit for your organization. Therefore download it now.

This slide provides information regarding the trends existing during different stages of data handling in present paradigm to new paradigm in future. Deliver an outstanding presentation on the topic using this Comparing Existing Data Handling Trends Ensuring Organizational Growth Through Data Monetization. Dispense information and present a thorough explanation of Data Acquisition, Data Processing And Storage, Data Consumption using the slides given. This template can be altered and personalized to fit your needs. It is also available for immediate download. So grab it now.

This slide provides information about various concerns that are faced by firm due to ineffective handling of data. Due to inefficient handling of data, firm is facing issues such as poor sales performance, high customer churn rate. Introducing Determine Present Concerns Due To Ineffective Data Handling Ensuring Organizational Growth to increase your presentation threshold. Encompassed with three stages, this template is a great option to educate and entice your audience. Dispence information on Outdated Data Management Systems, Bad Sales Performance, High Customer Churn Rate, using this template. Grab it now to reap its full benefits.

This slide provides information regarding the trends existing during different stages of data handling in present paradigm to new paradigm in future. Present the topic in a bit more detail with this Comparing Existing Data Handling Trends Determining Direct And Indirect Data Monetization Value. Use it as a tool for discussion and navigation on Data Acquisition, Data Processing And Storage, Data Consumption . This template is free to edit as deemed fit for your organization. Therefore download it now.

This slide provides information about various concerns that are faced by firm due to ineffective handling of data. Due to inefficient handling of data, firm is facing issues such as poor sales performance, high customer churn rate. Introducing Determine Present Concerns Due To Ineffective Data Handling Determining Direct And Indirect Data to increase your presentation threshold. Encompassed with three stages, this template is a great option to educate and entice your audience. Dispence information on Outdated Data Management Systems, Bad Sales Performance, High Customer Churn Rate , using this template. Grab it now to reap its full benefits.

This slide provides information regarding the trends existing during different stages of data handling in present paradigm to new paradigm in future. Deliver an outstanding presentation on the topic using this Comparing Existing Data Handling Trends Demystifying Digital Data Monetization. Dispense information and present a thorough explanation of Data Acquisition, Data Consumption, Data Governance And Management using the slides given. This template can be altered and personalized to fit your needs. It is also available for immediate download. So grab it now.

This slide provides information about various concerns that are faced by firm due to ineffective handling of data. Due to inefficient handling of data, firm is facing issues such as poor sales performance, high customer churn rate. Introducing Determine Present Concerns Due To Ineffective Data Handling Demystifying Digital Data Monetization to increase your presentation threshold. Encompassed with three stages, this template is a great option to educate and entice your audience. Dispence information on Outdated Data Management Systems, Bad Sales Performance, High Customer Churn Rate, using this template. Grab it now to reap its full benefits.

This slide demonstrates how CDN protects data by issuing TLS or SSL certificates, blocking Bots and crawlers, and defending against DDoS assaults.Present the topic in a bit more detail with this Data Security Handled By CDN Content Distribution Network Ppt Powerpoint Presentation File Example. Use it as a tool for discussion and navigation on Defending Against, Perfect For Stopping, Dispersed Architecture. This template is free to edit as deemed fit for your organization. Therefore download it now.

This slide demonstrates how CDN protects data by issuing TLS or SSL certificates, blocking Bots and crawlers, and defending against DDoS assaults. Deliver an outstanding presentation on the topic using this Data Security Handled By Cdn Delivery Network Ppt Slides Infographics. Dispense information and present a thorough explanation of Resources, Location, Certificates using the slides given. This template can be altered and personalized to fit your needs. It is also available for immediate download. So grab it now.

Presenting Handling Data Worksheet In Powerpoint And Google Slides Cpb slide which is completely adaptable. The graphics in this PowerPoint slide showcase four stages that will help you succinctly convey the information. In addition, you can alternate the color, font size, font type, and shapes of this PPT layout according to your content. This PPT presentation can be accessed with Google Slides and is available in both standard screen and widescreen aspect ratios. It is also a useful set to elucidate topics like Handling Data Worksheet. This well-structured design can be downloaded in different formats like PDF, JPG, and PNG. So, without any delay, click on the download button now.

This slide provides information regarding data ethics canvas model which acts as a potential tool for data collection, sharing and utilization. It helps in detecting managing ethical issues. Key elements include data sources, reducing negative impact, etc. Increase audience engagement and knowledge by dispensing information using Data Ethics Canvas Model To Manage Ethical Issues Ultimate Guide To Handle Business. This template helps you present information on fifteen stages. You can also present information on Data Sharing, Communicating Purpose, Existing Ethical Frameworks, Promote People Engagement using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

This slide provides information regarding data ethics canvas as a responsible tech approach that focuses on data sharing and utilization by team. The approach is utilized during project initiation phase by technical professionals and diverse group. Increase audience engagement and knowledge by dispensing information using Ultimate Guide To Handle Business Data Ethics Canvas Overview About Duration And People Involved. This template helps you present information on two stages. You can also present information on Data Ethics Canvas Overview, Potential Concerns, Technical Professionals, Non Technical Professionals using this PPT design. This layout is completely editable so personaize it now to meet your audiences expectations.

Thus slide illustrates three different solutions to handle the purpose artificial intelligence ladder in analytics architecture properly. It includes elements such as hybrid data management, unified governance and integration and data science and business analytics. Introducing our premium set of slides with Effective Ways To Handle Data And Analytics Architecture Ellicudate the three stages and present information using this PPT slide. This is a completely adaptable PowerPoint template design that can be used to interpret topics like Hybrid Data Management, Unified Governance, Integration So download instantly and tailor it with your information.

This colourful PowerPoint icon is perfect for illustrating data handling concepts. It features a bar graph and a pie chart with different coloured sections, making it ideal for presentations on data analysis and visualisation.

This Monotone powerpoint icon is perfect for presentations on data handling. It features a graph with a blue line that curves up and down, representing the ups and downs of data. Its a great visual to help explain data trends and analysis.

Presenting this set of slides with name - Bar Coding Data Loggers Multi Level Storage Handling. This is an editable five stages graphic that deals with topics like Bar Coding, Data Loggers, Multi Level Storage Handling to help convey your message better graphically. This product is a premium product available for immediate download, and is 100 percent editable in Powerpoint. Download this now and use it in your presentations to impress your audience.

We are proud to present our data driven bar chart to handle data powerpoint slides. Ay Out The Red Carpet With Our Data Driven Bar Chart To Handle Data Powerpoint Slides Power Point Templates. Take Your Audience On The Grand Walk Of Fame. Swish The Air With Our Magical Data Driven Bar Chart To Handle Data Powerpoint Slides Power Point Templates. Pull A Rabbit Out Of The Hat With Your Ideas.

Presenting this set of slides with name Data Handling Legislation Ppt Powerpoint Presentation Infographics Themes Cpb. This is an editable Powerpoint five stages graphic that deals with topics like Data Handling Legislation to help convey your message better graphically. This product is a premium product available for immediate download and is 100 percent editable in Powerpoint. Download this now and use it in your presentations to impress your audience.

Introducing our Operator Icon Handling Data Center Security set of slides. The topics discussed in these slides are Operator Icon Handling Data Center Security. This is an immediately available PowerPoint presentation that can be conveniently customized. Download it and convince your audience.

Presenting our set of slides with Key Types Used For Data Handling. This exhibits information on seven stages of the process. This is an easy to edit and innovatively designed PowerPoint template. So download immediately and highlight information on Cumulative Tables And Graphs, Frequency Distribution, Bar Graph.

• My presentations

Auth with social network:

Download presentation

We think you have liked this presentation. If you wish to download it, please recommend it to your friends in any social system. Share buttons are a little bit lower. Thank you!

Presentation is loading. Please wait.

To view this video please enable JavaScript, and consider upgrading to a web browser that supports HTML5 video

Data Handling.

Published by Robert Warren Modified over 8 years ago

Similar presentations

Presentation on theme: "Data Handling."— Presentation transcript:

Unit 8: Presenting Data in Charts, Graphs and Tables

Visual Literacy in Non Fiction

Key Stage 3 National Strategy Handling data: session 2.

© Crown copyright 2001 Key Stage 3 National Strategy Numeracy Across the Curriculum.

Maths Improvers Blended Learning1 Types of graphs Level 1 Level 2.

The controlled assessment is worth 25% of the GCSE The project has three stages; 1. Planning 2. Collecting, processing and representing data 3. Interpreting.

Frequency Tables Histograms. Frequency-How often something happens. Frequency Table- A way to organize data in equal intervals. Histogram- Shows how frequently.

What is GIS? What is GIS?A geographical information system (GIS) has the ability to store, retrieve, manipulate and analyse a range of spatially related.

PLANNING LESSONS October 2005 [Dimensions 3.1.1, 3.1.2]

Envision Math - 3rd Grade - Topic 4 Data Topic 4.1

Plan, Do and Review Solving Problems with the Singing Librarian Workshop for Upper Primary, February 2015.

Helping your child make good progress in mathematics

TABLES, CHARTS, AND GRAPHS. TABLES  A Table is simply a set of numbers from which you could draw a graph or chart.  A table should provide a clear summary.

Mathematics Introduction §Target audience are secondary one students. §The slides are going to be used to teach students on the topic of statistics.

Functional Skills A Guide. “Functional Skills is a central piece of the jigsaw” QCA (qualifications curriculum agency) FS A Levels Diploma GCSEs KS3 KS4.

ECED 7259 Enhancing Coherent Understanding of Mathematics Curriculum Standards (ECUMCS) Data Analysis and Children’s Literature Karrie Kieser University.

NSW Curriculum and Learning Innovation Centre Tinker with Tinker Plots Elaine Watkins, Senior Curriculum Officer, Numeracy.

Horrington Primary School

Secondary National Strategy Handling Data Graphs and charts Created by J Lageu, KS3 ICT Consultant – Coventry Based on the Framework for teaching mathematics.

About project

© 2024 SlidePlayer.com Inc. All rights reserved.

Data Handling/Statistics

Apr 05, 2019

480 likes | 725 Views

Data Handling/Statistics. There is no substitute for books— — you need professional help! My personal favorites, from which this lecture is drawn: The Cartoon Guide to Statistics, L. Gonick & W. Smith

Share Presentation

• normal probability density distribution
• little shadow boxes
• limited observations
• cartoon guide tostatistics
• photon counting

Presentation Transcript

Data Handling/Statistics • There is no substitute for books— • — you need professional help! • My personal favorites, from which this lecture is drawn: • The Cartoon Guide to Statistics, L. Gonick & W. Smith • Data Reduction in the Physical Sciences, P. R. Bevington • Workshop Statistics, A. J. Rossman & B. L. Chance • Numerical Recipes, W.H. Press, B.P. Flannery, S.A. Teukolsky • and W.T.Vetterling • Origin 6.1 Users Manual, MicroCal Corporation

Outline • Our motto • What those books look like • Stuff you need to be able to look up • Samples & Populations • Mean, Standard Deviation, Standard Error • Probability • Random Variables • Propagation of Errors • Stuff you must be able to do on a daily basis • Plot • Fit • Interpret

An opposing, non-CMC IGERT viewpoint The “progress” of civilization relies being able to do more and more things while thinking less and less about them. Our Motto That which can be taught can be learned.

What those books look like The Cartoon Guide to Statistics

The Cartoon Guide toStatistics In this example, the author provides step-by-step analysis of the statistics of a poll. Similar logic and style tell you how to tell two populations apart, whether your measley five replicate runs truly represent the situation, etc. The Cartoon Guide gives an enjoyable account of statistics in scientific and everyday life.

An Introduction to Error Analysis A very readable text, but with enough math to be rigorous. The cover says it all – the book’s emphasis is how statistics and error analysis are important in the everyday. Author John Taylor is known as “Mr. Wizard” at Univ. of Colorado, for his popular science lectures aimed at youngsters.

Bevington Bevington is really good at introducing basic concepts, along with simple code that really, really works. Our lab uses a lot of Bevington code, often translated from Fortran to Visual Basic.

“Workshop Statistics” This book has a website full of data that it tells you how to analyze. The test cases are often pretty interesting, too. Many little shadow boxes provide info.

“Numerical Recipes” A more modern and thicker version of Bevington. Code comes in Fortran, C, Basic (others?). Includes advanced topics like digital filtering, but harder to read on the simpler things. With this plus Bevington and a lot of time, you can fit, smooth, filter practically anything.

Stuff you need to be able to look up Samples vs. Populations The world as we understand it, based on science. The world as God understands it, based on omniscience. Statistics is not art but artifice–a bridge to help us understand phenomena, based on limited observations.

Our problem Sitting behind the target, can we say with some specific level of confidence whether a circle drawn around this single arrow (a measurement) hits the bullseye (the population mean)? Measuring a molecular weight by one Zimm plot, can we say with any certainty that we have obtained the same answer God would have gotten?

Sample View: direct, experimental, tangible The single most important thing about this is the reduction In standard deviation or standard error of the mean according To inverse root n. Three times better takes 9 times longer (or costs 9 times more, or takes 9 times more disk space). If you remembered nothing else from this lecture, it would be a success!

Population View: conceptual, layered with arcana! The purple equation in the table is an expression of the central limit theorem. If we measure many averages, we do not always get the same average:

Huh? It means…if you want to estimate s, which only God really knows, you should measure many averages, each involving n data points, figure their standard deviation, and multiply by n1/2. This is hard work! A lot of times, s is approximated by s. If you wanted to estimate the population average m, the best you can do is to measure many averages and averaging those. A lot of times m is approximated by x. IT’S HARD TO KNOW WHAT GOD DOES. I think the s in the purple equation should be an s, but the equation only works in the limit of large n anyhow, so there is no difference.

You got to compromise, fool! The t-distribution was invented by a statistician named Gosset, who was forced by his employer (the Guinness brewery!) to publish under a pseudonym. He chose “Student” and his t-distribution is known as student’s t. The student’s t distribution helps us assign confidence in our imperfect experiments on small samples. Input: desired confidence level, estimate of population mean (or estimated probability), estimated error of the mean (or probability). Output:± something

Continuous system Discrete system Probability …is another arcane concept in the “population” category: something we would like to know but cannot. As a concept, it’s wonderful. The true mean of a distribution of mass is given as the probability of that mass times the mass. The standard deviation follows a similarly simple rule. In what follows, F means a normalized frequency (think mole fraction!) and P is a probability density. P(x)dx represents the number of things (think molecules) with property x (think mass) between x+dx/2 and x-dx/2.

Here’s a normal probability density distribution from “Workshop…” where you use actual data to discover. •  s 68% of results •  2s 95% of results

Although you don’t usually know the distribution, • (either m or s) about 68% of your measurements will • fall within  1s of m….if the distribution is a “normal”, • bell-shaped curve. t-tests allow you to kinda play this • backwards: given a finite sample size, with some • average, x, and standard deviation, s—inferior to • and s, respectively—how far away do we think the true m is? What it means

Details No way I could do it better than “Cartoon…” or “Workshop…” Remember…this is the part of the lecture entitled “things you must be able to look up.”

Propagation of errors Suppose you give 30 people a ruler and ask them to measure the length and width of a room. Owing to general incompetence, otherwise known as human nature, you will get not one answer but many. Your averages will be L and W, and standard deviations sW and sL. Now, you want to buy carpet, so need area A = L·W. What is the uncertainty in A due to the measurement errors in L and W? Answer! There is no telling….but you have several options to estimate it.

A = L·W example Here are your measured data: You can consider “most” and “least” cases:

Another way We can use a formula for how s propagates. Suppose some function y (think area) depends on two measured quantities t and s (think length & width). Then the variance in y follows this rule: Aren’t you glad you took partial differential equations? What??!! You didn’t? Well, sign up. PDE is the bare minimum math for scientists.

Translation in our case, where A = L·W: Problem: we don’t know W, L, sL or sW! These are population numbers we could only get if we had the entire planet measure this particular room. We therefore assume that our measurement set is large enough (n=30) That we can use our measured averages for W and L and our standard deviations for sL and sW.

Error propagation caveats The equation, , assumes normal behavior. Large systematic errors—for example, 3 euroguys who report their values in metric units—are not taken into consideration properly. In many cases, there will be good knowledge a priori about the uncertainty in one or more parameters: in photon counting, if N is the number of photons detected, then sN = (N)1/2 . Systematic error that is not included in this estimate, so photon folk are well advised to just repeat experiments to determine real standard deviations that do take systematic errors into account.

99.97% of the trend can be explained by the fitted relation. r=0.99987 r2=0.9997 Intercept = 0.003 ± 45 (i.e., zero!) Stuff you must know how to do on daily basis Plot!!!

How to find this file! r=0.444 r2=0.20 Only 20% of the data can be explained by the line! While G depended on q2, Dapp does not! The same data

time melting point 2 4 8 12 16 24 36 48 110.2 110.9 108.8 109.1 109.0 108.5 110.0 109.2 What does the famous “ r2 ” really tell us? Suppose you invented a new polymer that you hoped was more stable over time than its predecessor…So you check.

time melting point 2 4 8 12 16 24 36 48 110.2 110.9 108.8 109.1 109.0 108.5 110.0 109.2 Question: What describes the data better: A simple average (meaning things aren’t really changing over time: it is stable) OR A trend (meaning melting point might be dropping over time)?

These are called ‘residuals.’ The sum of the square of all the residuals characterizes how well the data fit the mean. How well does the mean describe the data? (= 4.6788)

The regression also has residuals. The sum of their squares is smaller than St. How much better is a fit(i.e., a regression in this case)? (= 4.3079)

The r2 value simply compares the fit to the mean, by comparing the sums of the squares: In our case, the fit was NOT a dramatic improvement, explaining only 7.9% of the variability of the data!

Plot showing 95% confidence limits. Excel doesn’t excel at this!

Interpreting data: Life on the bleeding edge of cutting technology. Or is that bleating edge? The noise level in individual runs is much less than The run-to-run variation. That’s why many runs are a good idea. More would be good here, but we are still overcoming the shock that we can do this at all!

Excel does not automatically provide  estimates! Correlation Caveat!Correlation  Cause. No, Correlation=Association. 58% of life expectancy is associated with TV’s. Would we save lives by sending TV’s to Uganda?

Linearize it! Linearity is improved by plotting Life vs. people per TV rather than TV’s per people. Observant scientists are adept at seeing curvature. Train your eye by looking for defects in wallpaper, door trim, lumber bought at Home Depot, etc. And try to straighten out your data, rather than let the computer fit a nonlinear form, which it is quite happy to do!

Plots are pictures of science, worth thousands of words in boring tables. These 4 plots all have the Same slopes, intercepts and r values!

From whence do those lines come? Least squares fitting. “Linear Fits” the fitted coefficients appear in linear part expression.e.g.. y =a+bx+cx2+dx3 An analytical “best fit” exists! “Nonlinear fits” At least some of the fitted coefficients appear in transcendental arguments. e.g., y =a+be-cx+dcos(ex) Best fit found by trial & error. Beware false solutions! Try several initial guesses!

CURVE FITTING:Fit the trend or fit the points? Earth’s mean annual temp has natural fluctuations year to year. To capture a long term trend, we don’t want to fit the points, so use a low-order polynomial regression.

BUT, The bumps and jiggles in the U.S. population data are ‘real.’ We don’t want to lose them in a simple trend.

REGRESSION: We lost the baby boom! SINGLE POLYNOMIAL: Does funny things (see 1905). SPLINE: YES: Lots of individual polynomials give us a smooth fit (especially good for interpolation).

All data points are not created equal. Since that one point has so much error (or noise) should we really worry about minimizing its square? No. We should minimize “chisquared.” Goodness of fit parameter that should be unity for a “fit within error” n is the # of degrees of freedom n  n-# of parameters fitted

Based on chi: these two curves fit equally well! Based on |chi| (absolute value): these three curves fit equally well! Based on max(chi): outliers exert too strong an influence! Why is a fit based on chisquared so special?

c2 caveats • Chi-square lower than unity is meaningless…if you trust your s2 estimates in the first place. • Fitting too many parameters will lower c2 but this may be just doing a better and better job of fitting the noise! • A fit should go smoothly THROUGH the noise, not follow it! • There is such a thing as enforcing a “parsimonious” fit by minimizing a quantity a bit more complicated than c2. This is done when you have a-priori information that the fitted line must be “smooth”.

Achtung! Warning! This lecture is an example of a very dangerous phenomenon: “what you need to know.” Before you were born, I took a statistics course somewhere in undergraduate school. Most of this stuff I learned from experience….um… experiments. A proper math course, or a course from LSU’s Department of Experimental Statistics would firm up your knowledge greatly. AND BUY THOSE BOOKS! YOU WILL NEED THEM!

Cool Excel/Origin Demo

• More by User

Powerpoint presentation

Commonwealth Games. Holmesglen Institute of TAFE. Customised and ... Asian Games in 2006. Invited to New Deli in preparation for the 2010 Commonwealth Games ...

1.82k views • 17 slides

PPT Presentation

Robert D. Ballard fulfilled his dream of a lifetime in locating the remains of the Titanic. ... Students participated in Titanic letter scrambles, group poster projects and ...

4.78k views • 10 slides

PowerPoint presentation

Summary of preparation and cooking of soy foods. Drain and squeeze ... alternatives directly into recipes. Soy foods and your family. How can you introduce soy ...

11.09k views • 13 slides

Data Handling

Data Handling W.A.L.T. We are learning how to solve a problem by collecting data and organising it in a way which is easy to read and understand. What is Data? Data is Information, It can be in the form of numbers, words, pictures, digits. It provides us with the facts.

591 views • 11 slides

talk-ppt - PowerPoint Presentation

Make your work visible in popular websites, Wikipedia, YouTube, FaceBook, MySpace, Orkut, etc. There are lots of free tools on the web, use them! ...

5.64k views • 14 slides

Handling Data

Handling Data. To solve a problem by organising, representing and interpreting data in tables, graphs and chart. By Amani El-Alawneh. Hello, MI3 M here. I hope you are all well and enjoying life! I have a problem that I would really, really like your help with.

703 views • 15 slides

Data Handling. W.A.L.T. We are learning how to solve a problem by collecting data and organising it in a way which is easy to read and understand. What is Data?. Data is Information, It can be in the form of numbers, words, pictures, digits. It provides us with the facts.

430 views • 11 slides

DATA HANDLING

DATA HANDLING. A.R DANGE. SQUARE. TRIANGLE. CIRCLE. RECTANGLE. COUNT THE CIRCLES AND TRIANGLES IN THE PICTURE. 2. 7. COUNT THE CIRCLES AND TRIANGLES IN THE PICTURE. 1. 8. COUNT THE NUMBER OF TRIANGLES , CIRCLES AND RECTANGLES IN THE PICTURE. 3. 13. 7. COUNT THE TOYS. 2.

297 views • 7 slides

Handling Data. Interpreting Charts and statements. Decide whether you agree with the statements and give a reason. This pie chart show that 25% of people surveyed liked McFly. This chart shows that Nottingham Forest is the best football team. Salt and Vinegar is the favourite crisp flavour.

237 views • 9 slides

Handling Data. Day 1. L.O. 1 To be able to use the relationship between multiplication and division. L.O.2 To be able to solve a problem by using data in tables, graphs and charts. Test this statement: A quarter of children in Year 5 read 4 or more books last year.

533 views • 37 slides

Data Handling. Objectives. To consider the data handling cycle and the effective teaching of data handling To clarify the terminology and conventions used for different tables, charts, graphs and diagrams. Key terms. Primary data Secondary data Discrete data Categoric data

834 views • 12 slides

Data Handling. 14, 16, 16, 22, 23, 28, 31, 39, 51 What is the range? What is the mode? What is the median? 13, 15, 18, 22, 30, 34, 38, 45 What is the median?. Data Handling. Draw me a scattergraph showing positive correlation Can you give me a real life example?

739 views • 38 slides

Handling Data. Can anyone tell me what the MODE is?. 35. 28. 33. 19. 19. 25. The mo de is the mo st common value. 19. Can anyone tell me what the MEAN is?. The mean is the sum of all values divided by the number of values. 23. 28. 35. 88. 45. 39. 258 = 43 6 .

206 views • 10 slides

Data Handling. Speed/Distance/ Time. Data Handling. D. Distance. S. T. Speed/Distance/ Time. Speed. Time. Data Handling. We can calculate the distance something travels by multiplying it’s speed by the time it travels: Speed x Time = Distance. Speed/Distance/ Time. Data Handling.

167 views • 11 slides

Data Handling. Conversion Graphs We use a conversion graph when two units have a linear relationship Metric weight in grams has a linear relationship with imperial weight in ounces: 25g = 1oz 50g = 2oz 400g = ?. Data Handling. Conversion Graphs

199 views • 6 slides

PowerPoint Presentation

PowerPoint Presentation. On…..PowerPoint Presentations!!. PowerPoint Possibilities……. Today’s Aims: - Hyperlinks - Inserting Photographs - Inserting Media/Sound Clips - Inserting Video Clips. Hyperlinks ………. Question 1 ‘Will Katene is……” Never Enthusiastic Our Course Leader

2.2k views • 11 slides

Data handling

Data handling. Sabine Beulke, Central Science Laboratory, York, UK Kinetic Evaluation according to Recommendations by the FOCUS Work Group on Degradation Kinetics Washington, January 2006. Outline. Data quality Replicates Concentrations below LOD or LOQ Experimental artefacts Outliers

258 views • 11 slides

PowerPoint Presentation. Publisher The Goodheart-Willcox Co., Inc. Tinley Park, Illinois. Chapter 6. CADD Commands and Functions. Chapter 6 Overview. Introduction Drawing Commands Editing and Inquiry Commands Display Control Commands Dimensioning Commands Drawing Aids

1.2k views • 53 slides

Data Handling. C IEA Insight is a key support for CIEA members. Through Insight you can tap into a range of materials in one place that can: help you develop your own knowledge and skills in specific areas of assessment help you develop your team’s knowledge and skills

398 views • 27 slides

Data Handling. 2004. South Pole Test System (SPTS) operational South Pole System (SPS) assembled at PSL SPS shipped to the South Pole SPS installed at the South and operational with 1 string SPADE operational moving summer data and TestDAQ data now. 2005.

Tables or Graphs. Handling Data. The Sweet Shop. Data Questions. ?. Reading Pictograms Worksheet. Making Pictograms. The Sweet Shop. The Sweet Shop. How many Mars sold on Wednesday?. 20. The Sweet Shop.

577 views • 36 slides

WEEK 3. DATA HANDLING. There are two fundamental types of numbers in both mathematics and programming , which may have either a fractional part or not. There are, in F, known as integers and real numbers. There is vital importance between them. Fundamental types of numbers.

408 views • 30 slides

• International
• Schools directory
• Resources Jobs Schools directory News Search

Data Handling PowerPoint

Subject: Mathematics

Age range: 7-11

Resource type: Lesson (complete)

Last updated

• Share through email
• Share through twitter
• Share through linkedin
• Share through facebook
• Share through pinterest

Tes classic free licence

Your rating is required to reflect your happiness.

It's good to leave some feedback.

Something went wrong, please try again later.

elvedenacademy

Empty reply does not make any sense for the end user

Report this resource to let us know if it violates our terms and conditions. Our customer service team will review your report and will be in touch.

Not quite what you were looking for? Search by keyword to find the right resource:

An official website of the United States government

Here’s how you know

Official websites use .gov A .gov website belongs to an official government organization in the United States.

Secure .gov websites use HTTPS A lock ( Lock A locked padlock ) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.

USDA Announces May 2024 Lending Rates for Agricultural Producers

WASHINGTON, May 1, 2024 – The U.S. Department of Agriculture (USDA) announced loan interest rates for May 2024, which are effective May 1, 2024. USDA Farm Service Agency (FSA) loans provide important access to capital to help agricultural producers start or expand their farming operation, purchase equipment and storage structures or meet cash flow needs.         

“I encourage our lenders and borrowers alike to work with our local offices and our cooperators to capitalize fully on the existing flexibilities in these important programs,” said FSA Administrator Zach Ducheneaux.         

Operating, Ownership and Emergency Loans         FSA offers farm ownership, operating and emergency loans with favorable interest rates and terms to help eligible agricultural producers, whether multi-generational, long-time, or new to the industry, obtain financing needed to start, expand or maintain a family agricultural operation. For many loan options, FSA sets aside funding for underserved producers, including, beginning, women, American Indian or Alaskan Native, Asian, Black or African American, Native Hawaiian or Pacific Islander, and Hispanic farmers and ranchers.      

Interest rates for Operating and Ownership loans for May 2024 are as follows:       

• Farm Operating Loans (Direct): 5.250%  
• Farm Ownership Loans (Direct): 5.500%    
• Farm Ownership Loans (Direct, Joint Financing): 3.500%   
• Farm Ownership Loans (Down Payment): 1.500%
• Emergency Loan (Amount of Actual Loss): 3.750%     

FSA also offers guaranteed loans through commercial lenders at rates set by those lenders.       

To access an interactive online, step-by-step guide through the farm loan process, visit the  Loan Assistance Tool  on farmers.gov.       

Commodity and Storage Facility Loans       Additionally, FSA provides low-interest financing to producers to build or upgrade on-farm storage facilities and purchase handling equipment and loans that provide interim financing to help producers meet cash flow needs without having to sell their commodities when market prices are low.  Funds for these loans are provided through the Commodity Credit Corporation (CCC) and are administered by FSA.   

• Commodity Loans (less than one year disbursed): 6.125%.     
• Three-year loan terms: 4.625% 
• Five-year loan terms: 4.375%    
• Seven-year loan terms: 4.375%    
• Ten-year loan terms: 4.375%    
• Twelve-year loan terms: 4.500%   
• Sugar Storage Facility Loans (15 years): 4.625%        

Farm Loan Program Process Improvement    FSA has a significant initiative underway to streamline and automate the Farm Loan Program customer-facing business process. For the over 26,000 producers who submit a direct loan application annually, FSA has made various improvements, including:         

• The  Online Loan Application , an interactive, guided application that is paperless and provides helpful features, including an electronic signature option, the ability to attach supporting documents, such as tax returns, complete a balance sheet and build a farm operating plan.  
• The  Loan Assistance Tool  that provides customers with an interactive online, step-by-step guide to identifying the direct loan products that may be a fit for their business needs and to understanding the application process. 
• An online direct loan repayment feature that relieves borrowers from the necessity of calling, mailing, or visiting a local Service Center to pay a loan installment. 
• A simplified direct loan paper application , reduced from 29 pages to 13 pages. 

To learn more about FSA programs, producers can contact their local USDA Service Center. Producers can also prepare maps for acreage reporting as well as manage farm loans and view other farm records data and customer information by logging into their farmers.gov account. If you don’t have an account, sign up today.

USDA touches the lives of all Americans each day in so many positive ways. Under the Biden-Harris administration, USDA is transforming America’s food system with a greater focus on more resilient local and regional food production, fairer markets for all producers, ensuring access to safe, healthy and nutritious food in all communities, building new markets and streams of income for farmers and producers using climate smart food and forestry practices, making historic investments in infrastructure and clean energy capabilities in rural America, and committing to equity across the Department by removing systemic barriers and building a workforce more representative of America. To learn more, visit usda.gov .

USDA is an equal opportunity provider, employer and lender.

Placeholder

Recent news, usda announces 2024 wool and mohair marketing assistance loan rates.

WASHINGTON, Dec. 27, 2023 – The U.S. Department of Agriculture (USDA) Commodity Credit Corporation today announced Marketing Assistance Loan rates for 2024-crop graded wool by micron class. Loan rates for ungraded wool and mohair are unchanged and remained the same from the prior crop year.

USDA Appoints New Members to the Federal Advisory Committee for Urban Agriculture and Innovative Production

Agriculture risk coverage and price loss coverage programs receive 2018 farm bill one year extension, farmers can now enroll for the 2024 crop year.

Poll: Biden and Trump supporters sharply divided by the media they consume

Supporters of President Joe Biden and former President Donald Trump are sharply divided across all sorts of lines, including the sources they rely on to get their news, new data from the NBC News poll shows.

Biden is the clear choice of voters who consume newspapers and national network news, while Trump does best among voters who don’t follow political news at all. 

The stark differences help highlight the strategies both candidates are using as they seek another term in the White House — and shed some light on why the presidential race appears relatively stable.

The poll looked at various forms of traditional media (newspapers, national network news and cable news), as well as digital media (social media, digital websites and YouTube/Google). Among registered voters, 54% described themselves as primarily traditional news consumers, while 40% described themselves as primarily digital media consumers. 

Biden holds an 11-point lead among traditional news consumers in a head-to-head presidential ballot test, with 52% support among that group to Trump’s 41%. But it’s basically a jump ball among digital media consumers, with Trump at 47% and Biden at 44%. 

And Trump has a major lead among those who don’t follow political news — 53% back him, and 27% back Biden. 

“It’s almost comic. If you’re one of the remaining Americans who say you read a newspaper to get news, you are voting for Biden by 49 points,” said Republican pollster Bill McInturff, who conducted the poll alongside Democratic pollster Jeff Horwitt.

The trends also extend to other questions in the poll. There's a significant difference in how traditional news consumers view Biden, while digital news consumers are far more in line with registered voters overall.

More primarily traditional news consumers have positive views of Biden (48%) than negative ones (44%). Among primarily digital news consumers, 35% view Biden positively, and 54% view him negatively. Vice President Kamala Harris' positive ratings show a similar divide, while Trump is viewed similarly by news consumers of both stripes.

And although the sample size is small, those who don't follow political news feel more positively about Trump and independent presidential candidate Robert F. Kennedy Jr. and more negatively about Biden.

Trump’s lead among those not following political news caught Horwitt’s eye amid Trump's trial on charges related to allegations he paid hush money to quash news of an alleged affair from coming out during the heat of his 2016 presidential campaign and as he faces legal jeopardy in other cases that consistently make news. 

“These are voters who have tuned out information, by and large, and they know who they are supporting, and they aren’t moving,” Horwitt said. 

“That’s why it’s hard to move this race based on actual news. They aren’t seeing it, and they don’t care,” he continued.

Third-party candidates also do well with this chunk of the electorate — a quarter of the 15% who say they don’t follow political news choose one of the other candidates in a five-way ballot test that includes Kennedy, Jill Stein and Cornel West. Third-party supporters also make up similar shares of those who say they get their news primarily from social media and from websites.

But voting behavior among those groups suggests that Biden's stronger showing with those traditional media consumers puts him ahead with a more reliable voting bloc.

Of those polled who could be matched to the voter file, 59% of those who voted in both 2020 and 2022 primarily consume traditional media, 40% primarily consume digital media, and just 9% don't follow political news. (The percentages add up to more than 100% because some people chose media platforms across multiple categories.)

Those who voted less frequently were more likely to say they don’t follow political news: 19% of those who voted in the last presidential election but not in 2022 and 27% who voted in neither of the last two elections say they don't follow political news.

The NBC News poll of 1,000 registered voters nationwide — 891 contacted via cellphone — was conducted April 12-16, and it has an overall margin of error of plus or minus 3.1 percentage points.

Ben Kamisar is a deputy political editor in NBC's Political Unit. 

• International edition
• Australia edition
• Europe edition

First scientist to publish Covid sequence in China protests over lab ‘eviction’

Zhang Yongzhen stages sit-in protest, as government attempts to avoid scrutiny over handling of outbreak

The first Chinese scientist to publish a genomic sequence of the Covid-19 virus, in defiance of government orders, staged a sit-in protest after claiming he was locked out of his laboratory over the weekend.

Zhang Yongzhen, a virologist, said in an online post on Monday that he and his team had been given a sudden eviction notice from their lab, and guards had barred him from entering it over the weekend. The post, published on Weibo, was later deleted, Associated Press (AP) reported.

After extensive media and social media coverage, on Wednesday Zhang said he and his team had been “tentatively” allowed to resume work inside the lab.

“I would like to sincerely thank all the netizens and people from all walks of life who have supported me and my team for a long time,” he said on Weibo.

Zhang had been sitting outside the lab since Sunday. Photos posted online show a man purported to be Zhang sleeping on the ground.

The dispute between Shanghai Public Health Clinical Center and Dr. Zhang Yongzhen's team continues. Dr. Zhang allegedly shared photos of himself sleeping on the floor at the entrance of the laboratory. https://t.co/K5ztBAv6yE pic.twitter.com/6wBkkLLQnB — Yanzhong Huang (@YanzhongHuang) April 29, 2024

Zhang published his scientific findings about Covid-19 without government approval in January 2020. He and his team have since been subject to a series of setbacks, demotions and oustings, of which the eviction appears to be the latest.

The Shanghai Public Health Clinical Center said in a statement that Zhang’s lab was closed for “safety reasons” and renovations. It said Zhang’s team had been given alternative lab space.

However, Zhang said the offer was not made until after his team was evicted, and that the new lab did not meet the team’s required safety standards.

“I won’t leave, I won’t quit, I am pursuing science and the truth!” he said in the since-deleted Weibo post. “The Public Health Center are refusing to let me and my students go inside the laboratory office to take shelter.”

Teacher Li, who runs an information-sharing and activism-monitoring account on X, said students had protested against the closure and clashed with security guards.

Zhang, when reached by phone on Tuesday, said it was “inconvenient” for him to speak, but a colleague confirmed to AP on Monday the protest was taking place.

The move shows how the Chinese government continues to pressure and control scientists, seeking to avoid scrutiny of its handling of the coronavirus outbreak .

After sequencing the virus on 5 January 2020, Zhang and his team initially sent a notice to Chinese authorities warning of its potential to spread. The next day his lab was temporarily shut down by China’s top health official.

Foreign scientists called for Zhang and other Chinese scientists to be allowed to publish the sequencing. The following week Zhang published his sequence – without authority – allowing global health authorities to begin testing for Covid-19, finding that it was spreading outside China. It also kickstarted the development of tests, vaccinations and other pandemic measures.

Internationally Zhang was lauded, receiving prizes in recognition of his work, but domestically he came under pressure. He was barred from collaborating with some former research partners and removed from his post at the Chinese Center for Disease Control and Prevention.

During the pandemic, the government also arrested citizen journalists who sought to report on the impact of the outbreak on people and hospitals.

In 2021 Zhang told the New York Times he did not regret his actions. “I trusted myself. I have so much experience, my team has made so many discoveries over the years, that we were able to make accurate judgments,” he said.

Zhang’s team appeared to receive a lot of public support on Weibo, where related hashtags were viewed by tens of millions of Chinese. “How can the country develop if we treat scientific researchers like this?” one said.

Some article links appeared to have been removed since they were posted but extensive discussion of Zhang’s dispute with the Shanghai health authority remained online on Tuesday afternoon.

• Coronavirus
• Infectious diseases
• Asia Pacific
• Medical research
• Microbiology

More on this story

Newly released Chinese Covid data points to infected animals in Wuhan

Doctor who exposed China’s cover-up of Sars crisis dies aged 91

China to reopen to foreign tourists for first time since Covid crisis

Detained activist fears for missing zero-Covid protesters in China

China claims ‘decisive victory’ over Covid amid doubt over figures

China’s provinces spent almost £43bn on Covid measures in 2022

Eight in 10 people in China caught Covid since early December, say officials

Chinese flock to Hong Kong to get private Covid booster shots

Chinese warned not to visit elderly relatives as Covid spreads from cities

China halts short-term visas for South Korea and Japan over Covid travel curbs

Most viewed.

Welcome to Microsoft Copilot in Stream

Copilot in Microsoft Stream helps you to quickly and effectively catch up to videos in your organization. Whether you missed a meeting or are watching the latest town hall, product demo, or how-to video, Copilot can quickly summarize and answer questions for any video with a transcript. 

Get started with Copilot in Stream

To use Copilot in Stream, you need to have a Copilot for Microsoft 365 license.

In Microsoft Stream, access a video. If the video doesn't have a transcript, you'll need to generate a transcript first.

Look for Copilot on the right side of the video. In most cases where the screen size is large enough, Copilot opens by default. In cases where the window for the video is small, you may need to select the Copilot icon to open it.

Select a suggested prompt in the Copilot box, such as “Summarize the video.”

Copilot will return what you ask for and will show linked timestamps so you can jump to the spot in the video where the information or answer came from.

To get more information about a video, ask Copilot in the prompt area. You can ask Copilot to help you understand anything from the video transcript including key topics, themes, trends, and open questions.

Generate a transcript

Copilot in Stream leverages the video transcript. If the video doesn't have a transcript, follow these steps:

Navigate to  Edit > Video Settings > Transcript and Captions .

Select  Generate to create a transcript.

Soon after the transcript is generated, Copilot will be able to answer questions related to it.

If you don't have edit permissions, contact the video owner. For more information about transcripts and captions, see View, edit, and manage video transcripts and captions .

Using Copilot

Copilot is your personal video assistant that helps you get what you need from videos in seconds. You can ask Copilot a question about the video, and it will answer based on information in the transcript.

You can use Copilot in Stream to:

Summarize any video to identify relevant points you need to watch.

Ask questions to get insights from long or detailed videos.

Locate where people, teams, or topics are discussed so you can jump to that point in the video.

Identify calls to action and where you can get involved to help.

You can get started quickly by selecting a suggested prompt or type your question into the box for more specific information.

Copilot helps you maximize your work by quickly getting the information you need from videos. For example, if you’re the project manager assigned to a new construction project, you might ask:

What are the latest project updates and issues?

Is this project running on time and on budget?

Have any new risks been identified, and how are they being managed?

Are there any challenges facing material distribution to the dispersed job sites?

How does the site design accommodate hybrid work?

Limitations

Copilot requires more than 100 words in the video transcript. If the transcript is too short, Copilot will not function. 

Copilot will only be able to read the first transcript that is generated for the video. In a case where multiple transcripts or translations have been added to the video, Copilot will only be able to read the original transcript.  

Copilot does not generate any new content or edit the video. It simply answers questions based on the existing video transcript. 

Copilot works best in the  supported languages for Microsoft Copilot .  

FAQ and data handling

To learn more about Copilot in Stream, see  Frequently asked questions about Copilot in Stream.

For more information on how Copilot for Microsoft 365 works, see Data, Privacy, and Security for Copilot for Microsoft 365 .

Need more help?

Want more options.

Explore subscription benefits, browse training courses, learn how to secure your device, and more.

Microsoft 365 subscription benefits

Microsoft 365 training

Microsoft security

Accessibility center

Communities help you ask and answer questions, give feedback, and hear from experts with rich knowledge.

Ask the Microsoft Community

Microsoft Tech Community

Windows Insiders

Microsoft 365 Insiders

Find solutions to common problems or get help from a support agent.

Online support

Was this information helpful?

Thank you for your feedback.

Columbia Hires E. Jean Carroll Lawyer to Fight Student Suit

By Tatyana Monnay

Columbia University has hired Manhattan litigator Roberta Kaplan to defend it in a Jewish student’s lawsuit over the school’s handling of pro-Palestine protests on campus.

Kaplan, who recently represented New York advice columnist E. Jean Carroll in her $83 million defamation suit against ex-President Donald Trump, joined the Columbia case earlier this week. The proposed class action alleges the school failed to provide “a safe, in-person learning environment” amid the weeks-long protests.

The case features prominent litigators on both sides: Chicago lawyer Jay Edelson, who made his name taking on major tech companies over privacy violations, leads the team representing the unnamed student. It comes as the Manhattan university has been rocked by unrest related to the protests, which resulted in more than 100 arrests on Tuesday.

Kaplan is a veteran trial lawyer and a founder of Kaplan Hecker Fink, which won the jury verdict for Carroll in January. The firm also brought a lawsuit against the organizers of the “Unite the Right” rally in Charlottesville, Virginia on behalf of people who were injured at the event. Its corporate client list includes Goldman Sachs Group Inc. and Uber Technologies Inc.

Kaplan stepped down from Time’s Up, a group supporting victims of sexual harassment, in 2021 after an investigation revealed her role helping New York Gov. Andrew Cuomo fight off harassment allegations.

Gabrielle Tenzer, a Kaplan Hecker partner, is also representing Columbia in the lawsuit. The firm did not immediately respond to requests for comments.

The student is seeking class action status to sue on behalf of all current Columbia students and a court order requiring the school to ensure “safe passage” around campus during school hours.

Columbia University is facing multiple lawsuits related to protests on-campus over the Israel-Hamas war.

Kaplan Hecker is also defending the Trustees of Columbia University in a lawsuit filed by a group accusing the school of failing to take action against antisemitism on campus. Kaplan and Tenzer are representing the school in a March lawsuit by Columbia’s chapters of Students for Justice in Palestine and Jewish Voice for Peace, challenging the suspension of certain student groups.

Columbia and other universities are expected to see legal bills spike in response to Congressional investigations and lawsuits over their handling of antisemitism complaints. The school spends more than $30 million per year on legal fees.

The case is C.S. v. The Trustees of Columbia Univ. in the City of N.Y. , S.D.N.Y., 1:24-cv-03232.

To contact the reporter on this story: Tatyana Monnay at [email protected]

To contact the editors responsible for this story: Chris Opfer at [email protected] ; John Hughes at [email protected] ; Alessandra Rafferty at [email protected]

Learn more about Bloomberg Law or Log In to keep reading:

Learn about bloomberg law.

AI-powered legal analytics, workflow tools and premium legal & business news.

Already a subscriber?

Log in to keep reading or access research tools.