Topic: Secret Life of a Weather Datum project - presentation of research findings related to the Old Weather citizen science project. A lecture given to PGT students of the Archives and Records Management module at the Information School, University of Sheffield, April 2015.
Records Management for Archivists: Embracing the "Dark Side"Angela Ossar
This presentation was given by Kristy Sorensen and Angela Ossar at the Society of Southwest Archivists 2014 conference in New Orleans, LA (May 30, 2014).
Whether you work with records managers but don’t understand them, need a records manager but don’t have one, suddenly find yourself being the records manager, or are just “records management curious,” this bootcamp session can help you combine the best parts of the archives and records management professions into one unstoppable toolkit. Topics covered will include a translation guide for the basic vocabulary of records management; a detailed look at retention schedules and why archivists should know about them; and an open exploration of what records managers can teach archivists, and what archivists can teach records managers. We will follow all this up with lots of time for questions and a heaping serving of additional resources that will help session participants find the answers they need when they are back at their home institution.
Presentation notes: http://bit.ly/ssa14darksidenotes
Presentation handouts (Records Management Resources): http://bit.ly/ssadarkside
Note: We (and our employer institutions) make no claim to own Star Wars or any of the copyrights or trademarks related to it. Images that are displayed in this presentation are copyrighted to Lucasfilm Limited or another partner of Lucas Licensing, or to the creator of the image.
A Different Type of Animal? Advocating for Natural Science ArchivesNicole Kearney
A lightening talk presented as part of the Society of American Archivists 2015 conference (Cleveland USA) in a session entitled "A Different Type of Animal? Advocating for Natural Science Archives". Also speaking in the session were: Barbara Mathe (American Museum of Natural History), Julia Blase (Smithsonian Institution), Christina V. Fidler (Museum of Vertebrate Zoology, University of California, Berkeley), Becca Morgan (American Museum of Natural History) and Russell White (Yale Peabody Museum of Natural History).
Session abstract: Primary resources often reveal information related to collections in museums, but lack of expertise and archival staff often relegate the archives to a second tier. This session, organized by the newly formed Natural Science Archives Association, includes archivists and a museum collection manager who discuss how archives are as essential for the study of natural science as the specimen collections themselves. This broad discussion emphasizes surveying, cataloging, digitizing, and transcribing field books and illustrating how, using data standards for records (EAD) and for their associated entities (e.g., the names of the persons and expeditions, EAC-CPF), it is possible to link publications, specimens, and archives within and across libraries, archives, and museums as a model for archives across all subject areas.
This presentation discusses the importance of effective records management. It notes that the amount of electronic records is growing rapidly but finding information can be difficult without a records management system. A good records management system allows organizations to create only necessary records, retain them for as long as needed, and dispose of them appropriately. It emphasizes that both paper and electronic records should be managed according to their content and purpose, not just their format.
Scientific research and discoveries have significantly improved modern life. Key scientists like Copernicus, Newton, Curie, and Pasteur made contributions that changed our understanding of physics, chemistry, and medicine. Without scientific advances, we would lack many modern technologies and medical treatments. Proper water filtration is also important, as unsafe water can spread disease. Filters work by using porous materials to remove particles from water through permeability and percolation. Understanding water's physical properties helps design effective filtration systems.
This document provides a chart that outlines various academic disciplines, including the types of people who study each discipline, the topics they would research, the questions they would ask, resources they would use, and evidence they would collect. It also lists related disciplines that help support each field of study. The chart contains 20 disciplines ranging from agriculture and anthropology to theology. For each discipline, it concisely describes the focus of study and research approach.
This document discusses research methodology for case studies. It defines a case study as a detailed examination of a situation or specific case. Case studies are used in various fields like business, social sciences, and biology. They can be qualitative or quantitative. Common methods used in case studies include interviews, observations, documents and surveys. Case studies aim to provide an in-depth understanding of complex real-world issues. Guidelines are provided for writing up case study analyses.
Records Management for Archivists: Embracing the "Dark Side"Angela Ossar
This presentation was given by Kristy Sorensen and Angela Ossar at the Society of Southwest Archivists 2014 conference in New Orleans, LA (May 30, 2014).
Whether you work with records managers but don’t understand them, need a records manager but don’t have one, suddenly find yourself being the records manager, or are just “records management curious,” this bootcamp session can help you combine the best parts of the archives and records management professions into one unstoppable toolkit. Topics covered will include a translation guide for the basic vocabulary of records management; a detailed look at retention schedules and why archivists should know about them; and an open exploration of what records managers can teach archivists, and what archivists can teach records managers. We will follow all this up with lots of time for questions and a heaping serving of additional resources that will help session participants find the answers they need when they are back at their home institution.
Presentation notes: http://bit.ly/ssa14darksidenotes
Presentation handouts (Records Management Resources): http://bit.ly/ssadarkside
Note: We (and our employer institutions) make no claim to own Star Wars or any of the copyrights or trademarks related to it. Images that are displayed in this presentation are copyrighted to Lucasfilm Limited or another partner of Lucas Licensing, or to the creator of the image.
A Different Type of Animal? Advocating for Natural Science ArchivesNicole Kearney
A lightening talk presented as part of the Society of American Archivists 2015 conference (Cleveland USA) in a session entitled "A Different Type of Animal? Advocating for Natural Science Archives". Also speaking in the session were: Barbara Mathe (American Museum of Natural History), Julia Blase (Smithsonian Institution), Christina V. Fidler (Museum of Vertebrate Zoology, University of California, Berkeley), Becca Morgan (American Museum of Natural History) and Russell White (Yale Peabody Museum of Natural History).
Session abstract: Primary resources often reveal information related to collections in museums, but lack of expertise and archival staff often relegate the archives to a second tier. This session, organized by the newly formed Natural Science Archives Association, includes archivists and a museum collection manager who discuss how archives are as essential for the study of natural science as the specimen collections themselves. This broad discussion emphasizes surveying, cataloging, digitizing, and transcribing field books and illustrating how, using data standards for records (EAD) and for their associated entities (e.g., the names of the persons and expeditions, EAC-CPF), it is possible to link publications, specimens, and archives within and across libraries, archives, and museums as a model for archives across all subject areas.
This presentation discusses the importance of effective records management. It notes that the amount of electronic records is growing rapidly but finding information can be difficult without a records management system. A good records management system allows organizations to create only necessary records, retain them for as long as needed, and dispose of them appropriately. It emphasizes that both paper and electronic records should be managed according to their content and purpose, not just their format.
Scientific research and discoveries have significantly improved modern life. Key scientists like Copernicus, Newton, Curie, and Pasteur made contributions that changed our understanding of physics, chemistry, and medicine. Without scientific advances, we would lack many modern technologies and medical treatments. Proper water filtration is also important, as unsafe water can spread disease. Filters work by using porous materials to remove particles from water through permeability and percolation. Understanding water's physical properties helps design effective filtration systems.
This document provides a chart that outlines various academic disciplines, including the types of people who study each discipline, the topics they would research, the questions they would ask, resources they would use, and evidence they would collect. It also lists related disciplines that help support each field of study. The chart contains 20 disciplines ranging from agriculture and anthropology to theology. For each discipline, it concisely describes the focus of study and research approach.
This document discusses research methodology for case studies. It defines a case study as a detailed examination of a situation or specific case. Case studies are used in various fields like business, social sciences, and biology. They can be qualitative or quantitative. Common methods used in case studies include interviews, observations, documents and surveys. Case studies aim to provide an in-depth understanding of complex real-world issues. Guidelines are provided for writing up case study analyses.
Secret Life of a Weather Datum end of project eventlifeofdata
This document outlines the methods and key themes of a research project studying the journey of weather data from its production to its reuse. The project uses case studies and interviews with participants across different parts of the data journey, including weather station operators, climate scientists, and financial data companies. It aims to understand the socio-cultural values and practices shaping how weather data is collected, shared, and interpreted. The methods discussed are interviews, observations, document analysis and digital ethnography. Key themes that emerged include the relationships between people and organizations across space and time along the data journey, the diversity of openness and transparency in different contexts, and the dependency of data infrastructure on cultural values like voluntarism and public service.
Time is a complex concept that can be understood and represented in multiple ways.
Time can be perceived as absolute or relative, continuous or discrete, linear or cyclic. It exists at different scales from seconds to eras. Time is also experienced differently across cultures and contexts.
Representing time spatially in maps and other visualizations allows analysis of changes over time, patterns of change, and problem solving involving temporal data and questions about when events occurred, how long they lasted, and their order.
Act Today to Save Tomorrow Unit Plan and Lessonsu1024811
Students will study sustainability over 15 lessons focusing on biodiversity, water, waste and climate change. They will develop an understanding of sustainability and how their actions can impact the environment. Students will learn through inquiry projects where they assess water and energy usage, create posters and charts about conservation, and redesign their local area more sustainably. The goal is for students to feel empowered to create positive environmental change through informed decisions.
The document provides an agenda for a geography class that will cover the key concepts of geography including the five themes: location, place, region, human-environment interaction, and movement. It defines each theme and provides examples to help students understand and identify the themes. It also includes warm-up questions, an activity using pictionary to practice identifying themes, and a closure for the class.
Getting to grips with enquiry 2018 slideshareDavid Rogers
Slide to support a session that explored the application of Geographical Enquiry to the classroom and sequences of lessons. Given to University of Portsmouth Geography ITT students on 12th October 2018.
1) Geography is the study of the world, its people, and the landscapes they create. It looks at both physical features and human activities.
2) Geography uses various frameworks to organize its studies, including five themes (location, place, human-environment interaction, movement, regions) and six essential elements (the world in spatial terms, places and regions, physical systems, human systems, environment and society, the uses of geography).
3) Geography has two main branches - physical geography, which examines landforms and natural features, and human geography, which focuses on human populations, cultures, and constructed landscapes. Other branches study specific topics like cartography, hydrology, and meteorology.
This document provides information on how to effectively run a citizen science project or activity. It begins by defining citizen science and providing examples. It then lists best practices for citizen science studies at public events, such as keeping projects simple, choosing interesting topics, and maintaining scientific integrity. The document discusses popular misconceptions about science and provides examples of citizen science projects involving baseball and mazes. It emphasizes the importance of comparisons in scientific studies. Finally, it discusses factors that contribute to successful citizen science campaigns, such as providing feedback and being accessible to different groups.
Opening up Pandora’s Box: Energy Biographies, everyday practices and the psyc...energybiographies
This document summarizes an interdisciplinary research project on energy use called the Energy Biographies Study. The study uses qualitative longitudinal methods to understand how people's energy use is shaped by their daily routines, life transitions, and broader social and historical contexts. Researchers conducted initial and follow-up interviews with 74 participants across the UK, discussing themes like community, routine activities, and life changes. Between interviews, participants took photographs related to energy use to facilitate discussion. The analysis is exploring topics like intergenerational ethics, continuity and change in energy practices, and perceptions of low-carbon transitions. The overall aim is to better understand people's experiences and decision-making around energy through open-ended conversations about their lives.
This document outlines how to use the Big6 research process to integrate multimedia into a science curriculum. It provides templates for each step of the Big6 process, including task definition, information seeking strategies, locating and accessing resources, using information, synthesizing results, and evaluating work. Students would use the templates to guide a research project on the planets, developing a multimedia slide show presentation summarizing key facts about each planet and including a bibliography. The Big6 process provides a framework for students to effectively find, use, and present information through an integrated multimedia project.
This document outlines how to use the Big6 research process to integrate multimedia into a science curriculum. It provides templates for each step of the Big6 process, including task definition, information seeking strategies, locating and accessing resources, using information, synthesizing results, and evaluating work. Students would use the templates to guide a research project on the planets, developing a multimedia slide show presentation summarizing key facts about each planet and including a bibliography. The Big6 process provides a framework for students to effectively conduct research and incorporate multimedia into their science learning.
This document provides an overview and agenda for an educator workshop focused on earthquake, tsunami, and volcano science and preparedness in Alaska. The workshop aims to improve resilience to natural hazards through education. Over four days, participants will learn Earth science concepts, understand risk, and develop action plans to incorporate preparedness into their teaching to foster more resilient communities. Presenters will provide content on geoscience topics and share resources to support participant action teams in implementing preparedness education locally.
Research Transformed by Cyberinfrastructure: Two Possible Scenarios for the...Cybera Inc.
This document discusses two possible scenarios for how cyberinfrastructure could transform research in the humanities. It outlines three main developments: the topographic revolution enabled by new digital tools for representation; new platforms like virtual worlds; and the emergence of high-performance computing. The document argues that these changes will enable humanists to express, teach, and think in new ways. It also suggests they will lead to the creation of a new research domain focused on developing formalisms, tools, and workflows for digital scholarship.
The document outlines the basic scientific method which involves making observations, developing hypotheses, conducting experiments to gather data, analyzing and interpreting the data, and drawing conclusions. It also discusses different levels of certainty in science from hypotheses and theories, which are testable but not proven, to scientific laws which are widely accepted based on evidence. The document notes that frontier science involves new areas that have not been widely tested while reliable science involves well-tested areas with peer review. It acknowledges the limits of science in being able to disprove things but not absolutely prove anything, and the potential for researcher bias.
This document provides an agenda and materials for a workshop on climate change. The workshop aims to address participants' needs and foster helpful discussions through presentations on topics like the Earth system, climate change basics, impacts on people, policy contexts, and potential solutions. Activities are included to help explain concepts like the carbon cycle, climate modeling, and impacts of climate change. The goal is to present useful, effective, and fun classroom-ready activities to improve understanding of this important issue.
2013 Climate Change Connections to our Weather, Environment, and HealthTeresa Eastburn
2013 workshop, Climate Change Connections to Our Weather, Environment, & Health at the 13th Annual K12 Summer Institute sponsored by Texas A&M in Houston.
As libraries across the country prepare to implement space science-themed programs in summer 2019, the Space Science Institute and Lunar and Planetary Institute are partnering with state libraries to deliver training on NASA science learning experiences.
This effort is part of the SMD Science Activation program and the STAR Library Network-Collaborative Summer Library Program partnership.
Here are the coordinates for the given cities:
- Chicago: 41 North, 87 West
- Taipei: 25 North, 121 East
- Buenos Aires: 34 South, 58 West
- Mexico City: 19 North, 99 West
- Washington D.C.: 38 North, 77 West
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Secret Life of a Weather Datum end of project eventlifeofdata
This document outlines the methods and key themes of a research project studying the journey of weather data from its production to its reuse. The project uses case studies and interviews with participants across different parts of the data journey, including weather station operators, climate scientists, and financial data companies. It aims to understand the socio-cultural values and practices shaping how weather data is collected, shared, and interpreted. The methods discussed are interviews, observations, document analysis and digital ethnography. Key themes that emerged include the relationships between people and organizations across space and time along the data journey, the diversity of openness and transparency in different contexts, and the dependency of data infrastructure on cultural values like voluntarism and public service.
Time is a complex concept that can be understood and represented in multiple ways.
Time can be perceived as absolute or relative, continuous or discrete, linear or cyclic. It exists at different scales from seconds to eras. Time is also experienced differently across cultures and contexts.
Representing time spatially in maps and other visualizations allows analysis of changes over time, patterns of change, and problem solving involving temporal data and questions about when events occurred, how long they lasted, and their order.
Act Today to Save Tomorrow Unit Plan and Lessonsu1024811
Students will study sustainability over 15 lessons focusing on biodiversity, water, waste and climate change. They will develop an understanding of sustainability and how their actions can impact the environment. Students will learn through inquiry projects where they assess water and energy usage, create posters and charts about conservation, and redesign their local area more sustainably. The goal is for students to feel empowered to create positive environmental change through informed decisions.
The document provides an agenda for a geography class that will cover the key concepts of geography including the five themes: location, place, region, human-environment interaction, and movement. It defines each theme and provides examples to help students understand and identify the themes. It also includes warm-up questions, an activity using pictionary to practice identifying themes, and a closure for the class.
Getting to grips with enquiry 2018 slideshareDavid Rogers
Slide to support a session that explored the application of Geographical Enquiry to the classroom and sequences of lessons. Given to University of Portsmouth Geography ITT students on 12th October 2018.
1) Geography is the study of the world, its people, and the landscapes they create. It looks at both physical features and human activities.
2) Geography uses various frameworks to organize its studies, including five themes (location, place, human-environment interaction, movement, regions) and six essential elements (the world in spatial terms, places and regions, physical systems, human systems, environment and society, the uses of geography).
3) Geography has two main branches - physical geography, which examines landforms and natural features, and human geography, which focuses on human populations, cultures, and constructed landscapes. Other branches study specific topics like cartography, hydrology, and meteorology.
This document provides information on how to effectively run a citizen science project or activity. It begins by defining citizen science and providing examples. It then lists best practices for citizen science studies at public events, such as keeping projects simple, choosing interesting topics, and maintaining scientific integrity. The document discusses popular misconceptions about science and provides examples of citizen science projects involving baseball and mazes. It emphasizes the importance of comparisons in scientific studies. Finally, it discusses factors that contribute to successful citizen science campaigns, such as providing feedback and being accessible to different groups.
Opening up Pandora’s Box: Energy Biographies, everyday practices and the psyc...energybiographies
This document summarizes an interdisciplinary research project on energy use called the Energy Biographies Study. The study uses qualitative longitudinal methods to understand how people's energy use is shaped by their daily routines, life transitions, and broader social and historical contexts. Researchers conducted initial and follow-up interviews with 74 participants across the UK, discussing themes like community, routine activities, and life changes. Between interviews, participants took photographs related to energy use to facilitate discussion. The analysis is exploring topics like intergenerational ethics, continuity and change in energy practices, and perceptions of low-carbon transitions. The overall aim is to better understand people's experiences and decision-making around energy through open-ended conversations about their lives.
This document outlines how to use the Big6 research process to integrate multimedia into a science curriculum. It provides templates for each step of the Big6 process, including task definition, information seeking strategies, locating and accessing resources, using information, synthesizing results, and evaluating work. Students would use the templates to guide a research project on the planets, developing a multimedia slide show presentation summarizing key facts about each planet and including a bibliography. The Big6 process provides a framework for students to effectively find, use, and present information through an integrated multimedia project.
This document outlines how to use the Big6 research process to integrate multimedia into a science curriculum. It provides templates for each step of the Big6 process, including task definition, information seeking strategies, locating and accessing resources, using information, synthesizing results, and evaluating work. Students would use the templates to guide a research project on the planets, developing a multimedia slide show presentation summarizing key facts about each planet and including a bibliography. The Big6 process provides a framework for students to effectively conduct research and incorporate multimedia into their science learning.
This document provides an overview and agenda for an educator workshop focused on earthquake, tsunami, and volcano science and preparedness in Alaska. The workshop aims to improve resilience to natural hazards through education. Over four days, participants will learn Earth science concepts, understand risk, and develop action plans to incorporate preparedness into their teaching to foster more resilient communities. Presenters will provide content on geoscience topics and share resources to support participant action teams in implementing preparedness education locally.
Research Transformed by Cyberinfrastructure: Two Possible Scenarios for the...Cybera Inc.
This document discusses two possible scenarios for how cyberinfrastructure could transform research in the humanities. It outlines three main developments: the topographic revolution enabled by new digital tools for representation; new platforms like virtual worlds; and the emergence of high-performance computing. The document argues that these changes will enable humanists to express, teach, and think in new ways. It also suggests they will lead to the creation of a new research domain focused on developing formalisms, tools, and workflows for digital scholarship.
The document outlines the basic scientific method which involves making observations, developing hypotheses, conducting experiments to gather data, analyzing and interpreting the data, and drawing conclusions. It also discusses different levels of certainty in science from hypotheses and theories, which are testable but not proven, to scientific laws which are widely accepted based on evidence. The document notes that frontier science involves new areas that have not been widely tested while reliable science involves well-tested areas with peer review. It acknowledges the limits of science in being able to disprove things but not absolutely prove anything, and the potential for researcher bias.
This document provides an agenda and materials for a workshop on climate change. The workshop aims to address participants' needs and foster helpful discussions through presentations on topics like the Earth system, climate change basics, impacts on people, policy contexts, and potential solutions. Activities are included to help explain concepts like the carbon cycle, climate modeling, and impacts of climate change. The goal is to present useful, effective, and fun classroom-ready activities to improve understanding of this important issue.
2013 Climate Change Connections to our Weather, Environment, and HealthTeresa Eastburn
2013 workshop, Climate Change Connections to Our Weather, Environment, & Health at the 13th Annual K12 Summer Institute sponsored by Texas A&M in Houston.
As libraries across the country prepare to implement space science-themed programs in summer 2019, the Space Science Institute and Lunar and Planetary Institute are partnering with state libraries to deliver training on NASA science learning experiences.
This effort is part of the SMD Science Activation program and the STAR Library Network-Collaborative Summer Library Program partnership.
Here are the coordinates for the given cities:
- Chicago: 41 North, 87 West
- Taipei: 25 North, 121 East
- Buenos Aires: 34 South, 58 West
- Mexico City: 19 North, 99 West
- Washington D.C.: 38 North, 77 West
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Global Situational Awareness of A.I. and where its headedvikram sood
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
State of Artificial intelligence Report 2023kuntobimo2016
Artificial intelligence (AI) is a multidisciplinary field of science and engineering whose goal is to create intelligent machines.
We believe that AI will be a force multiplier on technological progress in our increasingly digital, data-driven world. This is because everything around us today, ranging from culture to consumer products, is a product of intelligence.
The State of AI Report is now in its sixth year. Consider this report as a compilation of the most interesting things we’ve seen with a goal of triggering an informed conversation about the state of AI and its implication for the future.
We consider the following key dimensions in our report:
Research: Technology breakthroughs and their capabilities.
Industry: Areas of commercial application for AI and its business impact.
Politics: Regulation of AI, its economic implications and the evolving geopolitics of AI.
Safety: Identifying and mitigating catastrophic risks that highly-capable future AI systems could pose to us.
Predictions: What we believe will happen in the next 12 months and a 2022 performance review to keep us honest.
STATATHON: Unleashing the Power of Statistics in a 48-Hour Knowledge Extravag...sameer shah
"Join us for STATATHON, a dynamic 2-day event dedicated to exploring statistical knowledge and its real-world applications. From theory to practice, participants engage in intensive learning sessions, workshops, and challenges, fostering a deeper understanding of statistical methodologies and their significance in various fields."
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
Analysis insight about a Flyball dog competition team's performanceroli9797
Insight of my analysis about a Flyball dog competition team's last year performance. Find more: https://github.com/rolandnagy-ds/flyball_race_analysis/tree/main
Analysis insight about a Flyball dog competition team's performance
From Archives to Climate Science
1. From Archives to Climate Science:
a story of pirates, old weather, serendipity,
data rescue, lovelorn sailors, perseverance,
community values, and clearing the fog…
Paula Goodale
Research Associate, Information School
The Secret Life of a Weather Datum
@PaulaGoodale, @lifeofdata
with thanks to
Jo Bates (iSchool), Joan Arthur (Old Weather)
3. Romilly Close – Pi weather station designer (Aerospace Engineering UG student)
Fred Sonnenwald - Pi weather station project co-supervisor (Civil Engineering)
Sophie Rutter – Usability testing (Information School)
Jo Bates,
Information
School,
University
of Sheffield
Paula
Goodale,
Information
School,
University
of Sheffield
YuWei Lin,
University for
the Creative
Arts
Dave Mee
Tandot/The
Garden
#lifeofdata
4. The Secret Life of Data?
Big data, open data, managing data, data = oil
….Lots of talk about data!
Critical Data Studies
Dalton and Thatcher (2014): “in both its
production and interpretation, all data – ‘big’
included – is always the result of contingent
and contested social practices that afford and
obfuscate specific understandings of the
world”
How to capture the complex socio-cultural shaping of (‘big’) data infrastructures?
Where to begin? Where to end?
How to talk to people about it?
5. The Secret Life of a Weather Datum
Research Questions
1. What is the ‘journey’ that weather data produced by the UK’s Met Office
takes from its production through to its collation and re-use as ‘big’
weather data in different contexts?
2. What socio-cultural values and practices are articulated in the
transformation of this data on its journey from production through to
various contexts of collation, distribution and re-use, and how do these
socio-cultural values and practices themselves transform as they interact
with the data over the course of its journey?
3. What institutional policies and practices, and government policies and
legislation, shape the distribution and licensing of weather data for re-use
in different contexts?
4. How can the complexity of the socio-cultural dynamics shaping the
production, collation, distribution and re-use of ‘big’ weather data be
communicated to a wider audience?
6. Methods
Case studies and
participants
Semi-structured
interviews and
Observations
Documentary evidence
and Digital ethnography
Thematic analysis
Data production
• Weston Park weather station
• Met Office
• Amateur observers
• Old Weather
• Policy maker
Climate Science
• Met Office Hadley Centre
• Climatic Research Unit, UEA
• Intergovernmental Panel on Climate Change (IPCC)
• Met Office projects – ACRE and Old Weather
Financial Markets
• Weather Market Data supplier
• [Financial markets]
• Policy maker
Citizen Science
• Amateur observers
• Old Weather / Archives
• Met Office projects
- WOW and Old Weather
7. Methods
Case studies and
participants
Semi-structured
interviews and
Observations
Documentary evidence
and Digital ethnography
Thematic analysis
Towards ethnography
• Site visits
• Multiple interviews
• Observation
• Field notes
• Photographs
• Video
• Interviews - core themes
• Own role, data practices
• Motivations and challenges
• Relationships with other people and
organisations
• External environment – e.g. economic and policy
issues
• Tailored to individuals
• Observations – working environment
• Communal and personal space
• Branding and artefacts
• Personal interactions
• Technology
8. Methods
Case studies and
participants
Semi-structured
interviews and
Observations
Documentary evidence
and Digital
ethnography
Thematic analysis
Extending coverage and filling in gaps
• Official records
• Access restrictions
• Discourse
• Community
Documentary evidence
• Reports
• Policy documents
• Research papers
• Web sites
• Corporate publications
Digital ethnography
• Twitter
• IPCC conference
• Online forums
• Citizen scientists
9. Methods
Case studies and
participants
Semi-structured
interviews and
Observations
Documentary evidence
and Digital ethnography
Thematic analysis
Coding
• Manual
• 2-3 coders
Coding themes
• Attitudes, values and beliefs
• Valuable activities and practices
• Social relationships
• The data journey
Working papers
• One per case
• Analysis by coding themes
• By organisation
Cross-case analysis
• Web site
• Research papers
11. Old Weather Case Study: Data collection
• 1x interview ACRE project
• 1x interview Met Office climate scientist
• 1x interview Climate historian
• 2x interviews Old Weather members
• Content / discourse analysis of Old Weather forum
• Content analysis of documents and web pages
12. Old Weather: Climate Science Challenges
• To improve climate models you need more data, over
longer time periods, from more locations
“I usually say to people if you’ve got a weather
observation, if it’s south of the equator, we’ll take it.
Right. If it’s north of the equator before about 1950 —
we’ll take it. If it’s north of the equator, outside 1950,
and it’s not in North America, Europe — Japan, or the
North Atlantic — we’re probably still interested.“
[MO_03]
13. Pirates
• ACRE project – Atmospheric Reconstructions of the Earth
• A loose network of like-minded climate scientists engaged in data
recovery projects
• I often think about you know, the organisations work a bit like the
Royal Navy, we work like Pirates of the Caribbean. [MO_06]
• “It’s very difficult to get funding for data recovery because people
want scientific results. A lot of the funding bodies or people who
make these decisions don’t realise that unless you’ve got the data,
you’re not going to do any science, but they don’t want to fund
the recovery. As soon as you say data rescue, data recovery, they
switch off. “ [CRU03]
14. A Mission
• Challenge: knowing what’s available and
where it’s located
• “I compiled an inventory of every major Royal Navy
vessel from 1800 to 1950, where it was, what its
movements were, where its logbook is, and I also
compiled reports for them, which are available,
concerning logbooks generally, where they are in
the archives, what they consist of, what some of the
problems are in using them, this sort of
thing.” [CRU_03]
16. “When it says miscellaneous in my view it’s because it’s got lots of
stuff with numbers on and they didn’t know what to do with it.”
[CRU_03]
17. Data Rescue and Recovery
• Challenge – knowing the data
• Well, my expertise is finding the data, knowing how it was
collected, knowing some of the problems of the–, what I’ll do
is I’ll look through the logbooks, and I’ve got a lot of
experience, I’ve looked at thousands of them, and I
anticipate the problems they’re going to have with the
data. And sometimes I say, “You’re going to have this
problem. This is how you overcome it.” [CRU_03]
18. Data Rescue and Recovery
• Challenge - records may not be kept in ideal
conditions
• “it shows the stuff in archive is just piled up and it’s
all mouldering.”
• “I didn’t actually go there but it was--, it’s
horrendous. Things are just falling to pieces and it’s
just piled up on the shelves and it’s all… It’s
irreplaceable.” [CRU03]
19. Digitisation and Preservation
• …and the archivist looks at them and says, “How
good condition is this record?” You know, “Can
we just photograph it, or do we need to repair it
first? Is it going to fall to pieces on us? Does it
need curating?” So they do the curating as
necessary, and then we try and photograph it,
and that requires a bit of human expertise
because the quality of the ink after 150 years is
not always great. Okay. But usually we get
fairly legible photographs out of it. [MO_03]
20.
21.
22. Old Weather: Transcribing the logs
• Process
– Select a ship
– Transcribe the log book
• Weather data
• Notes
– Each one transcribed at
least 3 times
– Cross-check for errors
– Data sent to Met Office
for processing
• Challenges
– Hand-writing!
– Place names
– Can be dull / repetitive
23. There are some things computers
cannot do well…
From 4 to 6 light breezes from the S x W and cloudy - latter part
light rain – Air 80. Water 82
25. Lovelorn Sailors
• Not just numbers… inventories, events, stories
• Attachments formed to historical people
• A rich source of community engagement
• Edited notes are captured for future reference
• Sharing with historians – www.naval-history.net
26. “Our interest in our subject, our own humanity for
our scribes and for each other. Produces a powerful
community, a family.” [Joan Arthur, Old Weather]
27. Community
• I think the sense of contributing to something that I
care about, but also definitely the forum. The forum is
massively important. [OW_02]
• “One of the other threads is ‘Signs of Old Weather
Addiction’” [OW1]
• Helping with transcriptions
• Sharing stories, fun and games
• Personal interactions, keeping up morale
• Recognition and information from the scientists
is also valued
28. Motivations
• “I think it is, yeah, you know it's the weather, it's the
history, and it's the forum I think for me are the sort
of the three key important things that have sort of
kept me interested in it really.” [OW_02]
• “I think initially it was because of the whole thing to
do with climate change. Because obviously, I've got a
concern for the planet, you know, and the way that
we treat it and so on. And so actually doing
something that was in some way going to contribute
to that kind of research attracted me.” [OW_01]
31. Data Processing
• Transcribed data is sent to the Met Office
• Transformed into a standard IMMA data format
• Checked for errors
• Uploaded to ICOADS data centre for access by
climate scientists across the world
• Primarily used in ‘reanalysis’ projects
Reanalysis is a scientific method for developing a comprehensive
record of how weather and climate are changing over time. In it,
observations and a numerical model that simulates one or more
aspects of the Earth system are combined objectively to generate a
synthesized estimate of the state of the system. A reanalysis typically
extends over several decades or longer, and covers the entire globe
from the Earth’s surface to well above the stratosphere.
32. Old Weather Data in Climate Science
Video: National Maritime Museum, www.oldweather.org
http://player.vimeo.com/video/15388983
33. “My job is fog removal”
“But the yellow region… that's where because we did our citizen science Old
Weather Project, and we got new weather observations, there now isn't as
much fog as there used to be. So the yellow area, I call that the ‘glow of
discovery. That's where there isn't any fog any longer.” [MO3]
Video: https://vimeo.com/99917882
34. Other Archival Data
Climatic weather stations
- Weston Park, Museums
Sheffield
- More than 130 years of weather
data
- Collected and preserved by
generations of museum curators
- Archived by the Met Office and
by the Museum
- Used in climate science
- Available for research
- Public good – data and weather
station belongs to the people of
Sheffield
35. Other Archival Crowdsourcing Projects
• Transcribe Bentham
• BBC World Service archive
• TNA – Operation War Diary
• http://helpinghistory.com/
• Crowd-sourcing 101
36. References
• Dalton, C. & Thatcher, J. (2014). What Does a Critical Data Studies Look Like and Why Do
We Care? Seven Points for a Critical Approach to ‘Big Data’. Society & Space [Online].
Available: http://societyandspace.com/material/commentaries/craig-dalton-and-jim-
thatcher-what-does-a-critical-data-studies-look-like-and-why-do-we-care-seven-points-
for-a-critical-approach-to-big-data/
• Eveleigh, A. M. M., Jennett, C., Blandford, A., Brohan, P., Cox, A. L. (2014). Designing for
dabblers and deterring drop-outs in citizen science. CHI'14: Proceedings of the SIGCHI
Conference on Human Factors in Computing Systems. ( pp.2985-2994). New York, NY,
USA: ACM
• Eveleigh, A. (2014). Crowding out the archivist? Locating crowdsourcingwithin the
broader landscape of participatory archives. In Ridge, M. (Ed.).Crowdsourcing our
cultural heritage ( ). Ashgate.
• Eveleigh, A., Jennett, C., Lynn, S., Cox, A. L. (2013). "I want to be a captain! I want to be a
captain!": Gamification in the Old Weather citizen science project.Gamification'13:
Proceedings of the First International Conference on Gameful Design, Research, and
Applications. ( pp.79-82). New York, NY, USA: ACM Press
• Stebbins, R. A. (1996). Volunteering: A serious leisure perspective. Nonprofit and
Voluntary Sector Quarterly, 25(2), 211-224.
37. Web sites
• Life of Data: http://www.lifeofdata.org.uk/
• Life of Data research data archive:
https://archive.org/search.php?query=secret%20life%20of%20
a%20weather%20datum
• Old Weather: http://www.oldweather.org/
• Old Weather Forum: http://forum.oldweather.org/
• 130 years of Weston Park Weather Station:
http://www.museums-sheffield.org.uk/blog/2012/9/130-years-
of-weston-park-weather-station
Underlying approach hinges on this idea of the secret life of data -> what do we mean?
In a lot of this discourse about data, they are imagined as something that are just there, given by the world around us, objective, neutral. Some have gone as far as proclaiming that theory is dead. [Chris Anderson’s (2008) claim that ‘big data’ meant the “end of theory,” where numbers speak for themselves, has become a shibboleth among the ‘big data’ savvy.]
In response to this - and general data developments in the data landscape - interdisciplinary group of academics has begun to form under the banner of critical data studies as articulated by Dalton and Thatcher in 2014.
Many of these at the Data Power conference being organised by Helen here in Sheffield in June.
In this paper Dalton and Thatcher make the claim that ….
With this idea that the project really aligns itself. Data are captured, manufactured, extracted, processed, shared etc – by people embedded in complex social relations. They are not just out there, ‘given’ by the natural world. We therefore need to politicise data
Why weather? Weather data is massively political – climate science, financial markets – nice meaty topic. Interested in weather derivative markets.
So thought it would be a neat idea to follow a single weather temperature datum from our local weather station in Sheffield, on into the UK’s national Met Office and then one into climate science and the financial markets; exploring the socio-cultural values in different spaces; and then to develop an interactive website to try and communicate our research findings.
In order to understand socio-cultural value in relation to things…we need to “follow the things themselves”
(Appadurai, 1988)
We are working as far back as 1845. Here is ‘today’ 170 years ago. The use of a formal weather grid is beginning to take place. But some days, like this, require us to pick details out of the script. That’s another reason why we won the competitive tender over computer optical character recognition. We help ourselves by picking up strange things like copperplate writing, and noting it. We don’t have Shakespeare on this boat, that’s a Navy Yard not a Navy Bard. And those are passing clouds, not papping clouds, and we decipher numbers too.
Whatever the crew does in the way of listing details (the Patterson has added a detail in a hand written column) it is our job to simply make an electronic copy of it, so we type what we see. We are very good at helping each other with odd writing. Sometimes we get very lucky with a typed set of records.
We are human, we feel very much part of the lives we record. For example, deaths are recorded, and we always note our hopes for their peaceful rest. Our common interests and compassion makes us a powerful family.
Transcribers, the OW workers, putting those details into a convenient format for the scientists t work on. Why do we do it. Well a study about two years ago came up with those breakdown. You can see that science, history, and a desire to contribute to research dominate our interests.