TRANSCRIPT. Thanks Ashlee, my name is Rod, and we re going to open up with a poll question. [Pause for poll]

Size: px
Start display at page:

Download "TRANSCRIPT. Thanks Ashlee, my name is Rod, and we re going to open up with a poll question. [Pause for poll]"

Transcription

1 TRANSCRIPT SLIDE 1 [00:00]: Speaker: Thanks Ashlee, my name is Rod, and we re going to open up with a poll question. SLIDE 2 [00:07]: The question should have popped up on your screen. How large is the soil carbon pool? Please answer by choosing the radio button next to your answer; we will give you a few moments. And just to explain the three options; it s 2 times the atmospheric, is it 3 times land plants or is it 1/3 rd of all fossil fuel reserves? Those are your 3 options. [Pause for poll] SLIDE 3 [01:06]: Thanks everyone for your answer, the correct answer is all three of them. So the soil carbon pool is obviously very large, and it SLIDE 4 [01:16]: basically equates to roughly 2 times the atmosphere or 3 times the land plants or 1/3 rd of all fossil fuel reserves. Continuing on with the webinar, why is soil CO 2 flux important? SLIDE 5 [01:33]: Well we just touched base on that a second ago with the question, it s because the amount of carbon in the soil is large and thus the amount of carbon released is very large. Page 1 of 9

2 SLIDE 6 [01:46]: Also soil flux is important for a number of reasons, they re a number of reasons people out there study soil CO 2 flux. Remediation, so reclamation of mine lands, of obviously fossil fuel reserves, it s important to understand the carbon dynamics when you re trying to remediate areas that have been depleted of obviously the natural vegetation, and so that s a group that s very interested in understanding carbon dynamics, and obviously carbon release from the soil. Also the people who work on both terrestrial and geologic sequestration, they are interested in understanding background rates of soil CO 2 flux as well. Also some of the people that are looking at just sequestration based off natural vegetation, just how effective is sequestration in these natural lands, when it comes to looking at climate change. People that study Ecology, so the people out there looking at the different natural ecosystems of the world, are very interested in understanding the amount of CO 2 that potentially is coming out of these systems, and ultimately by learning this information they can better manage those ecosystems. And finally Agricultural producers and researchers are interested in understanding the amount of carbon that s in their soil and is being released from their soil. The carbon in the soil helps with productivity, helps tie nutrients to the soil, and so they re very interested in understanding the affects in this of the CO 2 and carbon in the soil, and ultimately how much is being released. And again, better understanding the management practices that go from that. So those are just a few groups that are interested in understanding soil CO 2 flux. SLIDE 7 [03:54]: Where does soil CO 2 come from? Autotrophic respiration, so that s the root and micro-organism metabolism of substrate from plants. It comes from Heterotrophic respiration which is the breakdown of soil organic matter in plant litter by microorganisms. Just the respiration of soil fauna, so everything from the microbes to the small Collembola, to earth worms all obviously breath and respire as living organisms, so that is a function also of the CO 2 flux. And also the action of water on inorganic carbonates in the soil can also be a source of CO 2 flux from the soil. SLIDE 8 [04:39]: What affects soil CO 2 production? Well, obviously the biology of the soil, and so what s in the soil itself, the productivity of the nutrient transport in the soil. Metabolic activity, the plants, microorganisms, how many microorganisms are there, also temperature. Everyone talks about the Q10 relationship, where you increase the temperature 10 you double the enzymatic reactions, so temperature has a very, very Page 2 of 9

3 large effect on soil CO 2 flux. Moisture as well, if you increase moisture, increase temperature you have obviously more microorganisms that thrive in those environments, and thus you can increase both your autotrophic and heterotrophic respiration. So those are some of the biological effects of CO 2 production. And also just the chemistry of the soil, and what type of nutrients and elements and stuff are in the soil and how they interact with the soil can have a huge effect on soil CO 2 production. SLIDE 9 [05:51]: What affects soil CO 2 movement? The majority soil CO 2 movement is directly driven by concentration gradients, and so you basically have a very high concentration in the soil and a very low concentration in the atmosphere, and so it s a diffusion based process, is what we re trying to say by this slide. Is the soil flux, the natural soil flux is driven by diffusion, by the most part. SLIDE 10 [06:20]: The effects of soil porosity on different types of soil. If you look at this graph you can see how a very heavy clay soil responds, verses a light sandy loamy soil. Again, this is based off a gradient, a concentration gradient, so in this case you have a heavy soil where the concentration gradient from inside the soil to the atmosphere is very large, so you have a very large difference in concentration, verses a light sandy soil where you can have a very large underestimate in the actual rates of the soil flux, when you re closed down and trying to take a measurement, basically because that delta, that change in concentration is much smaller. And that s what this slide is trying to show when it comes to actually using a measurement technique, and looking at the way we analyze the equation. What effects soil CO 2 movement? SLIDE 11 [07:23]: Pressure has a very large impact on soil CO 2 movement. Whether it s a negative pressure or positive pressure on the soil can affect the soil CO 2 flux measurement. If it s a negative pressure, you have what s termed bulk flow of CO 2 out of the soil, and so you have this negative pressure in the atmosphere and it can actually push CO 2 out of the soil and have a much greater impact on the amount of CO 2 being released in the diffusion rate itself. A positive pressure will do just the opposite. If you have a positive pulse in the atmosphere, ---you re going to have a positive amount of CO 2 coming out of the soil through diffusion, but that rate will be significantly lower due to the positive pulse and ultimately bulk flow that occurs the opposite way. And so, pressure has a very, very large impact and a lot of the Page 3 of 9

4 pressure we talk about with soil comes from the wind and obviously the atmospheric pressure changes that occur. And those ---typically occur very fast. SLIDE 12 [08:31]: What else affects soil CO 2 movement? Precipitation can have a large, very fast impact on soil CO 2 diffusion. Basically what happens, two things can happen, the first being displacement, and so as the water precipitation falls the water fills up the pores spaces and you have this instant pulse of CO 2 being released. And you can see that on the graph here, where we have the label 3.3mm rain event, you have this instant pulse of CO 2 due to the displacement. What else can happen is if you have a dry sort of soil and you put some water on it, the microbial activity starts to increase and you have respiration of microbes, and so ultimately what happens is you have this long term, longer term effect on soil CO 2 flux due to just moisture and increase microbial activity. SLIDE 13 [09:33]: The opposite can also occur with moisture, if you have too much moisture, you have that initial pulse from the first part of the rain fall event, and then as the pores fill up and sort of flood the soil, you can have diffusive resistance, and so you can actually have lower soil CO 2 flux rates over time with too much moisture as the CO 2 has no ability to escape, and that s due to the diffusive resistance going on with the moisture. Now I m going to turn it over to Jason Hupp, an application analyst here at LI-COR and he will talk about some of the challenges with soil CO 2 flux measurements. Moderator: Thanks Rod, while Jason takes his place and gets comfortable in front of the computer, I want to take a moment and thank everyone for submitting questions via the questions panel. We will read a few questions live at the conclusion of the webinar. But whether or not your question is answered verbally, please keep submitting them. Also, please feel free to follow the conversation on soil flux off line, via the Tweeter tag #soilflux. If you have questions following the webinar, you can ask them on Twitter using the tag or contact our speakers for more information. Remember, the webinar will be available off line in a few days, and watch your for a handout with in-depth information on the content of the webinar. Jason. Page 4 of 9

5 Speaker 2: SLIDE 14 [11:01]: Thanks Ashlee, and by all means please keep the questions coming. Well, Rods been talking about sort of the mechanisms and sources of CO 2 flux, I want to take a bit and talk a bit about its measurement and some of the challenges that we face there. The first thing to say about soil CO 2 flux measurements is that it s highly sensitive, and it s highly variable. And so Rod talked about how the fluxes primarily driven by diffusion, SLIDE 15 & 16 [11:30]: across a concentration gradient between the soil atmosphere and the atmosphere above the soil. And so anything that alters that gradient will alter the flux. He also talked about how pressure differentials between the atmosphere and the soil atmosphere can induce bulk flows. And so anything in the measurement that causes a pressure differential between the measurement device and the soil atmosphere can influence the flux that you re trying to measure. SLIDE 17 [12:04]: When we talk about soil CO 2 flux being highly variable, the first thing we want to talk about is it being variable in space. One of my favorite sayings about soil is; the only thing homogenous about soil is its heterogeneity. And this is as true for soil texture and composition and microbial community as it is for the soil CO 2 flux. SLIDE 18 [12:25]: It s also very variable in time, there s plenty of evidence that shows fluxes that show diurnal patterns, seasonal patterns or even patterns over longer time scales. So how do we measure soil CO 2 flux? SLIDE 19 [12:43]: One of the most common approaches is to take a closed gas exchange system approach. Or use something called a static chamber. In this approach you take a seal volume, your chamber, and you use it to cover over the area of soil you re interested in measuring the flux from. And in this chamber you measure the CO 2 concentration as it accumulates and if you plot that concentration over time and take Page 5 of 9

6 the slope of this curve, this dc dt term, the change in CO 2 concentration with time, and multiply that by the ideal gas law, you get a flux; units carbon released from your soil per unit time. This raises an interesting point here, because we ve said a couple times here that soil CO2 flux is diffusive in nature and it follows concentration gradients. And when you close over the head space above a volume of soil and let CO 2 build up in there, you re altering the concentration gradient that s driving the flux that you re trying to measure. Typically over short time scales this isn t an issue. But if you leave the chamber closed long enough eventually that chamber head space comes into equilibrium with the soil atmosphere below it and you re flux goes to zero. SLIDE 20 [14:04]: So the other issue that can occur when you leave a chamber on too long occurs when you re trying to make repeated measurements. And so not only does the CO 2 concentration build up in the chamber if it s left on too long, but it builds up in the upper soil strata as well. And so the figure that we re showing here is repeated flux measurements, and throughout this period we leave a chamber closed for the amount of time marked with the arrows, and so in the beginning we make measurements as we normally would, a minute or so, and then we leave the chamber closed for 5 minutes and we open it up, and it vents back to atmospheric, we close it down and we make a flux measurement, and that flux is significantly higher than the flux we measured before we closed the chamber for 5 minutes. You do the same thing for 10 minutes and the flux is even more is even higher, and it takes it longer to recover to pre-capping levels. And so what s happening here, is as the CO 2 concentration builds up in the upper soil strata, even though the CO 2 concentration in the chamber goes to ambient, because there s resistance to diffusion in the soil, it takes it longer to move back to those pre-disturbed conditions. SLIDE 21 [15:24]: So wind can also affect our soil CO 2 flux measurements when using chambers. And so what we re showing here is a plot of CO 2 concentration of the chamber over time, plotted on the primary y-axis, and wind speed over the measurement period plotted on the secondary x-axis. And when I was talking about how we make close system measurements, I showed a curve of CO 2 concentration in the chamber over a period of time, and it was a nice straight line. A few slides back, Rod showed a figure that had a couple of curves with some different measurements, one was a nice straight line and one was a nice clean exponential curve. This one for lack of a better term is wonky, and it s wonky when the wind speed goes high. And so that raises the question of, well, how does wind affect our soil CO 2 flux measurement? Page 6 of 9

7 Well we know soil is porous, and one of the key assumptions of a closed gas exchange system is that, the pressure is constant during the measurement. And the way that we achieve a constant pressure in a closed system measurement like this is, we pretty much put a hole in the side of the chamber. SLIDE 22 [16:40]: Traditionally these holes have been a short tube, and when wind blows across the tube it creates a Venturi effect, and this affects the dynamic pressure inside the chamber. SLIDE 23 [16:51]: And so, dynamic pressure is a function of wind speed. The higher the wind speed, the higher the dynamic pressure. But we know that total pressure isn t changing, atmospheric pressure, soil surface and atmospheric pressure at the top of our chamber isn t significantly different and so this has to be balanced by a static pressure. And so ultimately the static pressure in the chamber has to be equal in magnitude to the dynamic pressure. With the Venturi event it does that by pumping air in or out of the chamber. Well there s a different solution here, and that s to apply the Bernoulli Effect SLIDE 24 [17:32]: to remove the Venturi effect on the pressure vent. And with the vent design that LI-COR uses, we actually slow down the wind speed as it moves across the pressure vent, and this reduces that affect. And so we can see that if we compare fluxes obtained SLIDE 25 [17:52]: with an improper vent design, and one measured with a chamber using the LI-COR vent, and so these measurements were made on the same soil collars, the same soil area, one right after the other, and measurements made with the improper vent we see are no different than the LI-COR vent at low wind speeds, but as we d expect as wind speed increases, the improper vent, the one subject to the Venturi effect, causes an overestimation in the flux that we re measuring. SLIDE 26 [18:28]: Page 7 of 9

8 So back to the high variability in soil CO 2 flux, what we re showing here are measurements made in a corn field in Nebraska in the fall. And the dark circles are measurements made within the row, so the chambers setting between corn plants, and the open circles were made between rows. And what we see is that there s a distinct difference in the soil CO 2 flux, even for chambers that are only separated by a few feet. The other thing to note, is that early on in this dataset we see high diurnal variability. Then a frost event occurs, we re in a seasonal shift with this dataset, and the CO 2 flux has become much flatter. And that s all I have to say. Ashlee. Moderator: Thanks Jason, and thanks Rod for your presentation. I have a couple questions here from the audience that we ll take first before we talk about the upcoming webinars in the series. The first question I have is; what type of soil typically have the largest and smallest CO 2 flux rates? Speaker: Thanks Ashlee. Well typically highly organic moist soils in warm temperatures have the highest flux rates. Whereas the smaller flux rates will occur on very dry desert soils. And again that s not always the case, but typically that s what happens in both, both those environments. Moderator: Thanks Rod. The second question I have is; you discussed the chamber pressure vent, where can I purchase such a vent? Speaker 2: Thanks Ashlee. Well, the chamber pressure vent is something that came about after much research, it s not an apparently obvious problem or it s not an apparently obvious solution to an obvious problem. The pressure differentials are small and they re difficult to measure and it took quite a bit of work to develop that vent. It s actually a patented design; we don t sell it separately from the LI-COR CO 2 flux chambers. But if you want to learn more about it, we ve published some research that went into its development in the Journal of Geophysical Research, and Ashlee can we include a copy a reference to that in the content pack? Page 8 of 9

9 Moderator: Yea, no problem Jason, we ll make sure we get that out to everyone. Alright, that s all I have for questions. Before we end the webinar, I d like to let everyone know that SLIDE 27 [21:08]: the webinars that are coming up in the soil flux series, are on your screen right now. Next up is Soil CO 2 flux measurement techniques, following that is; Advantages of the LI-8100A system, and finally we ll have Collecting and quality control of soil flux data. So you guys should be getting announcements when these are available so just watch your , and you ll be able to register for those once they are ready to go. SLIDE 28 [21:31]: Thank you everyone for joining us, our panelist will stick around until everyone has had their questions answered. And if you have another question that you haven t posed yet you can contact Rod or Jason at the information on the screen. Thanks for joining us. Page 9 of 9

And, in the first webinar we talked about autotrophic respiration, which are those organisms that are able

And, in the first webinar we talked about autotrophic respiration, which are those organisms that are able SLIDE 1: Thanks, Ashlee. Todayʼs webinar topic is titled Advantages of Automated Soil CO 2 measurements. This is part three in a four part series about Soil CO 2 flux. SLIDE 2: Before we get started, letʼs

More information

VIDEO 1: WHY ARE CONTACTS SO IMPORTANT?

VIDEO 1: WHY ARE CONTACTS SO IMPORTANT? VIDEO 1: WHY ARE CONTACTS SO IMPORTANT? Hey, it s Kyle from HubSpot Academy. Let s talk about contacts. Contacts are the most fundamental part of any CRM. They re your prospects and customers--the living,

More information

Seasonal Employee Category in JPAS Thursday, April 25, 2013

Seasonal Employee Category in JPAS Thursday, April 25, 2013 Seasonal Employee Category in JPAS Thursday, April 25, 2013 Welcome and thank you for standing by. At this time and for the duration of today s call, all participants will be in a listen only mode. Today

More information

Climate Bathtub Sim Coach Notes and FAQs

Climate Bathtub Sim Coach Notes and FAQs Climate Bathtub Sim Coach Notes and FAQs Drew Jones Climate Interactive With overall team: Tom Fiddaman, Michael Tempel, Linda Booth Sweeney, Peter Senge, John Sterman, Juan F. Martin, Susan Sweitzer,

More information

Bioreactors Prof G. K. Suraishkumar Department of Biotechnology Indian Institute of Technology, Madras. Lecture - 02 Sterilization

Bioreactors Prof G. K. Suraishkumar Department of Biotechnology Indian Institute of Technology, Madras. Lecture - 02 Sterilization Bioreactors Prof G. K. Suraishkumar Department of Biotechnology Indian Institute of Technology, Madras Lecture - 02 Sterilization Welcome, to this second lecture on Bioreactors. This is a mooc on Bioreactors.

More information

Chapter 12 Module 3. AMIS 310 Foundations of Accounting

Chapter 12 Module 3. AMIS 310 Foundations of Accounting Chapter 12, Module 3 AMIS 310: Foundations of Accounting Slide 1 CHAPTER 1 MODULE 1 AMIS 310 Foundations of Accounting Professor Marc Smith Hi everyone, welcome back. Let s continue our discussion on cost

More information

Endeavour Silver Corp. Fourth Quarter 2016 Earnings Conference Call Transcript

Endeavour Silver Corp. Fourth Quarter 2016 Earnings Conference Call Transcript Endeavour Silver Corp. Fourth Quarter 2016 Earnings Conference Call Transcript Date: March 2, 2017 Time: Speakers: 10:00AM PT/1:00PM ET Meghan Brown Director, Investor Relations Dan Dickson Chief Financial

More information

Marginal Costing Q.8

Marginal Costing Q.8 Marginal Costing. 2008 Q.8 Break-Even Point. Before tackling a marginal costing question, it s first of all crucial that you understand what is meant by break-even point. What this means is that a firm

More information

Be Creative! I generally will then provide them with a few concepts to choose from, ranging from extremely creative to conservative.

Be Creative! I generally will then provide them with a few concepts to choose from, ranging from extremely creative to conservative. Be Creative! If it s one thing I ve learned throughout my numerous years of being a graphic designer/creative director, it s this: no matter what type of business you have, your success relies on the extent

More information

Episode 2: Where does soil organic matter come from? Full transcript

Episode 2: Where does soil organic matter come from? Full transcript Episode 2: Where does soil organic matter come from? Full transcript Hi everybody, welcome back to the Priming for Production podcast. I m Natalie Lounsbury and I m looking forward to continuing with the

More information

Multiple Regression. Dr. Tom Pierce Department of Psychology Radford University

Multiple Regression. Dr. Tom Pierce Department of Psychology Radford University Multiple Regression Dr. Tom Pierce Department of Psychology Radford University In the previous chapter we talked about regression as a technique for using a person s score on one variable to make a best

More information

Discover Prepaid Jeff Lewis Interview

Discover Prepaid Jeff Lewis Interview Discover Prepaid Jeff Lewis Interview Hi, it s Karen Webster for PYMNTS.com, and I m here today with Jeff Lewis, who is Director, Alternative Payments and Prepaid for Discover. Hi Jeff, thanks for joining

More information

Talking Waste with Dr. Cassie Thiel

Talking Waste with Dr. Cassie Thiel 1 2 3 Talking Waste with Dr. Cassie Thiel What kind of engineer are you? I am a civil engineer by training, which means that I work mostly with structures and other things that don t move. For example,

More information

Guest Concepts, Inc. (702)

Guest Concepts, Inc. (702) Guest Concepts, Inc. (702) 998-4800 Welcome to our tutorial on the Lease End Renewal Process The process you will see here is extremely effective and has been used successfully with thousands of renewal

More information

Forecasting with Seasonality Version 1.6

Forecasting with Seasonality Version 1.6 Forecasting with Seasonality Version 1.6 Dr. Ron Tibben-Lembke Sept 3, 2006 Forecasting with seasonality and a trend is obviously more difficult than forecasting for a trend or for seasonality by itself,

More information

Lecture (Part-2) Portland Cement Based Paste Systems

Lecture (Part-2) Portland Cement Based Paste Systems Hydration, Porosity and Strength of Cementitious Materials Prof. Sudhir Mishra and Prof. K. V. Harish Department of Civil Engineering Indian Institute of Technology, Kanpur Lecture - 16-18 (Part-2) Portland

More information

Ocean Production and CO 2 uptake

Ocean Production and CO 2 uptake Ocean Production and CO 2 uptake Fig. 6.6 Recall: Current ocean is gaining Carbon.. OCEAN Reservoir size: 38000 Flux in: 90 Flux out: 88+0.2=88.2 90-88.2 = 1.8 Pg/yr OCEAN is gaining 1.8 Pg/yr Sum of the

More information

CHAPTER 19 HEAT ENGINES AND REFRIGERATORS

CHAPTER 19 HEAT ENGINES AND REFRIGERATORS CHAPTER 19 HEAT ENGINES AND REFRIGERATORS In this chapter, we will examine devices that turn heat into work. I swear, I haven t confused you people for Mechanical Engineering majors! Biological processes

More information

Best Practices. for Social Media Marketing Success

Best Practices. for Social Media Marketing Success 10 Best Practices for Social Media Marketing Success In the evolving world of social media marketing, it can be hard for a time-starved small business or organization to keep pace and know what to do when

More information

HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT: Overview of Procurement Policies and Procedures

HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT: Overview of Procurement Policies and Procedures Final Transcript HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT: Overview of Procurement Policies and Procedures SPEAKERS Petergay Bryan Booth Management Consulting Virginia (Ginger) Holman PRESENTATION Moderator

More information

This presentation is on the value of reducing emissions and enhancing removals of greenhouse gases related to land use and land cover change in

This presentation is on the value of reducing emissions and enhancing removals of greenhouse gases related to land use and land cover change in This presentation is on the value of reducing emissions and enhancing removals of greenhouse gases related to land use and land cover change in tropical wetland forests. 1 The objective of this presentation

More information

Exploring the Geographical Region and Ecosystems of the Tar-Pamlico Watershed. The River Food Web. Overview. Background

Exploring the Geographical Region and Ecosystems of the Tar-Pamlico Watershed. The River Food Web. Overview. Background Alignment to NC Essential Standards Science 4.L.1, 4.L.2, 5.L.2 Learning Objectives Students will explain the role of bacteria as primary consumers in the food web. Students will describe how energy moves

More information

XpertHR Podcast. Original XpertHR podcast: 25 January 2018

XpertHR Podcast. Original XpertHR podcast: 25 January 2018 XpertHR Podcast Original XpertHR podcast: 25 January 2018 Hello and welcome to this XpertHR podcast with me, Sheila Attwood. Today we ll be looking at leadership development what does it involve and how

More information

The Real Estate Philosopher

The Real Estate Philosopher The Real Estate Philosopher Peter Drucker: Creating Customers Peter Drucker one of the great intellectual thinkers of the twentieth and twenty-first centuries asks a question: What is the purpose of a

More information

The Circle of Life. Allen Williams & Russ Conser

The Circle of Life. Allen Williams & Russ Conser The Circle of Life Allen Williams & Russ Conser Lion King, as with all Disney movies, has a great plot and some catchy tunes, but also a deeper moral to the story. In this case it is about the circle of

More information

annual discharge line and 80 percent weekly exceedence, you can withdraw 1% of natural flow.

annual discharge line and 80 percent weekly exceedence, you can withdraw 1% of natural flow. Andrew Paul ANDREW: Thank you very much, and I just want to first start to acknowledge my co-author Lauren Makowiecki, who helped with many of the ideas and the work in this presentation. Lauren is at

More information

WHAT ARE TWITTER CHATS?

WHAT ARE TWITTER CHATS? Ultimate Twitter Chat Guide 2 WHAT ARE TWITTER CHATS? Twitter chats have been around for years, helping Twitter users connect and share information over a specific industry or interest. Some chats are

More information

IB Biology HL Year 2 Summer Assignment

IB Biology HL Year 2 Summer Assignment IB Biology HL Year 2 Summer Assignment Your Task: Read Chapter 4 Ecology Unit thoroughly. Complete the Cornell notes. Notes must be HAND WRITTEN. Answer end of section exercise questions. Type your responses.

More information

Enhanced Employee Health, Well-Being, and Engagement through Dependent Care Supports

Enhanced Employee Health, Well-Being, and Engagement through Dependent Care Supports Enhanced Employee Health, Well-Being, and Engagement through Dependent Care Supports Webinar Question & Answer Session Transcript June 23, 2010 Dave Lissy, Chief Executive Officer, Bright Horizons Family

More information

Correlation and Simple. Linear Regression. Scenario. Defining Correlation

Correlation and Simple. Linear Regression. Scenario. Defining Correlation Linear Regression Scenario Let s imagine that we work in a real estate business and we re attempting to understand whether there s any association between the square footage of a house and it s final selling

More information

International Personal Finance 2012 full year results conference call 6 March 2013

International Personal Finance 2012 full year results conference call 6 March 2013 International Personal Finance 2012 full year results conference call 6 March 2013 Speaker key GR Gerard Ryan, Chief Executive Officer, IPF DB David Broadbent, Finance Director, IPF GR Good morning everybody

More information

HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT:

HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT: Final Transcript HUD-US DEPT OF HOUSING & URBAN DEVELOPMENT: Overview of Procurement Policies and Procedures SPEAKERS Petergay Bryan Delbert Strauzer Tracy PRESENTATION Moderator Good afternoon, thank

More information

Turn Your Social Buzz into a Loud Roar

Turn Your Social Buzz into a Loud Roar Turn Your Social Buzz into a Loud Roar 10 Strategies for Social Media Marketing Success 2011 Constant Contact, Inc. 11-2318 BEST PRACTICES Guide SoCIAl Media MARKETING In the evolving world of social media

More information

Chapter 8 Script. Welcome to Chapter 8, Are Your Curves Normal? Probability and Why It Counts.

Chapter 8 Script. Welcome to Chapter 8, Are Your Curves Normal? Probability and Why It Counts. Chapter 8 Script Slide 1 Are Your Curves Normal? Probability and Why It Counts Hi Jed Utsinger again. Welcome to Chapter 8, Are Your Curves Normal? Probability and Why It Counts. Now, I don t want any

More information

THE SUCCESS STORIES SERIES

THE SUCCESS STORIES SERIES THE SUCCESS STORIES SERIES From Zapable HQ Hamilton ZAPABLE TEAM talks to Jackson ZAPABLE CUSTOMER Seven time South African Business Entrepreneur Jackson tells us how he has jumped wholeheartedly into

More information

Guangcheng Chen et al.

Guangcheng Chen et al. Biogeosciences Discuss., doi:10.5194/bg-2015-662-ac3, 2016 Author(s) 2016. CC-BY 3.0 License. Interactive comment on Soil greenhouse gases emissions reduce the benefit of mangrove plant to mitigating atmospheric

More information

Bill Brooks, Founder of The Brooks Group, wrote a small but powerful book called The

Bill Brooks, Founder of The Brooks Group, wrote a small but powerful book called The Bill Brooks, Founder of, wrote a small but powerful book called The Universal Sales Truths 101 Sales Truths to Guide Your Career, many years ago. This short publication has proven to be a bestseller, and

More information

BASIS Lesson Plan. *Note to teachers: Detailed standards connections can be found at the end of this lesson plan.

BASIS Lesson Plan. *Note to teachers: Detailed standards connections can be found at the end of this lesson plan. BASIS Lesson Plan Lesson Name: It s Just a Phase! Grade Level Connection(s) NGSS Standards: Grade 2, Physical Science FOSS CA Edition: Grade 3 Physical Science: Matter and Energy Module *Note to teachers:

More information

SAP HANA EFFECT Title: Episode 6 - Killer Use Cases at CenterPoint, Part II (Duration: 21:05)

SAP HANA EFFECT Title: Episode 6 - Killer Use Cases at CenterPoint, Part II (Duration: 21:05) SAP HANA EFFECT Title: Episode 6 - Killer Use Cases at CenterPoint, Part II (Duration: 21:05) Publish Date: February 23, 2015 Description: Raj Erode, IT Architect at CenterPoint Energy, joins us in this

More information

Water Budget IV: Soil Water Processes P = Q + ET + G + ΔS

Water Budget IV: Soil Water Processes P = Q + ET + G + ΔS Water Budget IV: Soil Water Processes P = Q + ET + G + ΔS Infiltration Infiltration capacity: The maximum rate at which water can enter soil. Infiltration capacity curve: A graph showing the time-variation

More information

Scottish Rugby Marketing Guide for Clubs

Scottish Rugby Marketing Guide for Clubs Scottish Rugby Marketing Guide for Clubs First things first, what is marketing? Here is a very basic definition: The action or business of promoting and selling products or services, including market research

More information

Power Hour Notes: Twitter 101 With Karen Maner (Culture Works)

Power Hour Notes: Twitter 101 With Karen Maner (Culture Works) February 6, 2015 For the Cliff s Notes of this presentation, check out the Twitter 101 Handout. Why Twitter? It s all about sharing info with the public. Helps you o Gain visibility Like Facebook, it makes

More information

ECONOMICS 103. Topic 3: Supply, Demand & Equilibrium

ECONOMICS 103. Topic 3: Supply, Demand & Equilibrium ECONOMICS 103 Topic 3: Supply, Demand & Equilibrium Assumptions of the competitive market model: all agents are price takers, homogeneous products. Demand & supply: determinants of demand & supply, demand

More information

This is Ag Outlook on 1420 KJCK, I m Chuck Otte, Geary County, K-State Research and

This is Ag Outlook on 1420 KJCK, I m Chuck Otte, Geary County, K-State Research and Ag Radio programs for February 6-12, 2017 N Fertilization of Wheat and Bromegrass Extension Ag & Natural Resources Agent. It s February, already almost a week in. With the weather we ve had, wheat is breaking

More information

GEOS / ENST / ENSC Problem set #8 Due: Tues. Apr. 25

GEOS / ENST / ENSC Problem set #8 Due: Tues. Apr. 25 GEOS 24705 / ENST 24705 / ENSC 21100 Problem set #8 Due: Tues. Apr. 25 Problem 1: Efficiency of modern engines In the previous problem set you looked at the efficiency of steam engines up to 1850 in the

More information

The Idea Writers Written by Teressa Iezzi

The Idea Writers Written by Teressa Iezzi 1 A summary of The Idea Writers Written by Teressa Iezzi This is a summary of what I think is the most important and insightful parts of the book. I can t speak for anyone else and I strongly recommend

More information

Using Living Cookbook & the MyPoints Spreadsheet How the Honey Do List Guy is Losing Weight

Using Living Cookbook & the MyPoints Spreadsheet How the Honey Do List Guy is Losing Weight Using Living Cookbook & the MyPoints Spreadsheet How the Honey Do List Guy is Losing Weight Background We both knew we were too heavy, but we d accepted the current wisdom, Accept yourself as you are you

More information

COMPUTER SIMULATION OF ENZYME KINETICS

COMPUTER SIMULATION OF ENZYME KINETICS COMPUTER SIMULATION OF ENZYME KINETICS I. Introduction. Enzymes are biological catalysts. A catalyst alters the speed at which a chemical reaction reaches its completion or equilibrium point. It does not

More information

THE TAG GOVERNANCE FRAMEWORK

THE TAG GOVERNANCE FRAMEWORK THE TAG GOVERNANCE FRAMEWORK HOW TO GOVERN YOUR D I G I T A L A N A LY T I C S A N D MARKETING TAGS Plan Monitor Comply Validate Deploy INTRODUCTION I checked out your website. And what did I find? Broken

More information

Water Resources Engineering. Prof. R. Srivastava. Department of Water Resources Engineering. Indian Institute of Technology, Kanpur.

Water Resources Engineering. Prof. R. Srivastava. Department of Water Resources Engineering. Indian Institute of Technology, Kanpur. Water Resources Engineering Prof. R. Srivastava Department of Water Resources Engineering Indian Institute of Technology, Kanpur Lecture # 13 Today we will continue to discuss some of the abstractions

More information

Operations and Supply Chain Management Prof. G. Srinivisan Department of Management Studies Indian Institute of Technology, Madras

Operations and Supply Chain Management Prof. G. Srinivisan Department of Management Studies Indian Institute of Technology, Madras Operations and Supply Chain Management Prof. G. Srinivisan Department of Management Studies Indian Institute of Technology, Madras Module No - 1 Lecture No - 22 Integrated Model, ROL for Normal Distribution

More information

INNOVATION IN THE MARKETPLACE A podcast with Irving Wladawsky-Berger

INNOVATION IN THE MARKETPLACE A podcast with Irving Wladawsky-Berger INNOVATION IN THE MARKETPLACE A podcast with Irving Wladawsky-Berger Interviewer: David Poole Interviewee: Irving Wladawsky-Berger IRVING: My name is Irving Wladawsky-Berger, Vice President of Technical

More information

David Linthicum, Managing Director, Chief Cloud Strategy Officer, Deloitte Consulting LLP

David Linthicum, Managing Director, Chief Cloud Strategy Officer, Deloitte Consulting LLP For cloud Professionals January 2019 For cloud Professionals, part of the On Cloud Podcast David Linthicum, Managing Director, Chief Cloud Strategy Officer, Deloitte Consulting LLP Managing a multi-cloud

More information

2.0. Reach Explore Page

2.0. Reach Explore Page 2.0 Reach Explore Page Contents 1. Getting Started... 3 2. The Basics... 4 3. How To Automate Your Activity... 6 4. Engaging & Gaining Natural Followers While Asleep... 7 5. 6. 7. How To Create Engagement...

More information

The Queen s Journal Advisory Board Meeting November 11 th, 2016

The Queen s Journal Advisory Board Meeting November 11 th, 2016 The Queen s Journal Advisory Board Meeting November 11 th, 2016 Attendance: Jasmit, Jacob, Mike, Dave, Andrew, Joe, Victoria, Jane, Lyn, Max G., Max M., Anisha, Ben Motion #1 Approved, passed Motion #2

More information

Persona Development How- To Guide

Persona Development How- To Guide Persona Development How- To Guide Effective use of Personas in your business can lead to a stronger brand, increased conversions, a decrease in cost per acquisition, an increase in customer lifetime value,

More information

IT Service Management

IT Service Management IT Service Management Back to Basics Might Not Be What You Expect By Stuart Rance ITSM and security consultant We all think we know what we mean when we talk about getting back to basics in IT service

More information

Carbon Cycle A CORE LEARNING GOALS ACTIVITY FOR SCIENCE AND MATHEMATICS

Carbon Cycle A CORE LEARNING GOALS ACTIVITY FOR SCIENCE AND MATHEMATICS CoreModels Carbon Cycle A CORE LEARNING GOALS ACTIVITY FOR SCIENCE AND MATHEMATICS Summary Students construct a computer model of the global carbon cycle using STELLA software. They change the model to

More information

DAY1 Session 3. National Forest Monitoring Systems in the Context of REDD+: Important of Data Collection. Dr. Maria Jose Sanz-Sanchez (UN-REDD, FAO)

DAY1 Session 3. National Forest Monitoring Systems in the Context of REDD+: Important of Data Collection. Dr. Maria Jose Sanz-Sanchez (UN-REDD, FAO) National Forest Monitoring Systems in the Context of REDD+: Important of Data Collection DAY1 National Forest Monitoring Systems in the Context of REDD+: Important of Data Collection My presentation is

More information

Trading Update Friday, 13th April 2018

Trading Update Friday, 13th April 2018 Trading Update Friday, 13th April 2018 Operator: Good day and welcome to The Sage Group Conference Call. Today s conference is being recorded. At this time, I would like to turn the conference over to

More information

Introduction to Water Engineering

Introduction to Water Engineering Slide 1 Introduction to Water Engineering This is a walkthrough of the flow measurement prac Practical 2 Flow measurement Dr James Ward Lecturer School of Natural and Built Environments Slide 2 Copyright

More information

How To Figure Out What a House Should Sell For

How To Figure Out What a House Should Sell For How To Figure Out What a House Should Sell For How We Decided The Price of Our Last 5,000 Listings Notes from the class given by Russell Shaw on June 20, 2014. In the private Facebook group Arizona Real

More information

Before getting into the details of our engagement, I d like to ask, what does your company do?

Before getting into the details of our engagement, I d like to ask, what does your company do? Before getting into the details of our engagement, I d like to ask, what does your company do? We re a multilevel marketing company, with sales of around two-hundred million dollars a year. We deal with

More information

Lesson 1.2 Recycling Matter

Lesson 1.2 Recycling Matter Lesson 1.2 Recycling Matter Lesson Objectives Define biogeochemical cycles. Describe the water cycle and its processes. Give an overview of the carbon cycle. Outline the steps of the nitrogen cycle. Lesson

More information

CS 147: Computer Systems Performance Analysis

CS 147: Computer Systems Performance Analysis CS 147: Computer Systems Performance Analysis Approaching Performance Projects CS 147: Computer Systems Performance Analysis Approaching Performance Projects 1 / 35 Overview Overview Overview Planning

More information

Small business guide to hiring and managing apprentices and trainees

Small business guide to hiring and managing apprentices and trainees Small business guide to hiring and managing apprentices and trainees A short guide for small businesses on how to get the most from your apprentice or trainee When it comes to recruiting and managing a

More information

An Unsettling Look at the Settled Science of Global Warming Part 2: Layman s Discussion John Eggert P.Eng.

An Unsettling Look at the Settled Science of Global Warming Part 2: Layman s Discussion John Eggert P.Eng. An Unsettling Look at the Settled Science of Global Warming Part 2: Layman s Discussion John Eggert P.Eng. Introduction This is the second of three papers on the impact of Carbon Dioxide (CO2) on climate.

More information

Setting Up and Completing a CAPER in the econ Planning Suite (1)

Setting Up and Completing a CAPER in the econ Planning Suite (1) Beth: Marlisa: Everyone, thank you all for joining us for today s CAPER and econ Planning Suite webinar. I m very glad you all could join us today. My name is Chris. I am with the Cloudburst Group. I am

More information

SteamDestroyer. The Ultimate Guide to Free Steam Games

SteamDestroyer. The Ultimate Guide to Free Steam Games SteamDestroyer The Ultimate Guide to Free Steam Games Table of Contents I. What you can expect II. Requirement III. General Method Overview Steam Gifts IV. General Method Overview - TF2 Keys V. Steam Keys

More information

Three steps to joining and participating in unions

Three steps to joining and participating in unions Anger hope action Three steps to joining and participating in unions 1. Anger The first condition for joining or becoming involved in the union is anger. Many people are uncomfortable about expressing

More information

Jobs in Pods: Becky Frankiewicz, VP of Innovation: Innovation Marketing roles for the Quaker Division of PepsiCo.

Jobs in Pods: Becky Frankiewicz, VP of Innovation: Innovation Marketing roles for the Quaker Division of PepsiCo. Jobs in Pods: Becky Frankiewicz, VP of Innovation: Innovation Marketing roles for the Quaker Division of PepsiCo. Jobs in Pods Airdate: September 13, 2010 RT: 10:17 Welcome to Jobs in Pods the only podcast

More information

WinTR-55 Small Watershed Hydrology

WinTR-55 Small Watershed Hydrology WinTR-55 Small Watershed Hydrology Intermediate WinTR-55 Training Modeling Watersheds with Structures SEE NOTES AT CLASS EXERCISE #4. 1 Course Outline Overview Review of Hydrology Terms Modeling Single

More information

How Ecosystems Work Section 1. Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1

How Ecosystems Work Section 1. Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1 Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1 Life Depends on the Sun Energy from the sun enters an ecosystem when plants use sunlight to make sugar molecules. This happens through

More information

INVESTIGATION: Flour vs. Bread: How Soil Aggregate Structure Influences Water Flows. Time: minutes, depending on the amount of discussion.

INVESTIGATION: Flour vs. Bread: How Soil Aggregate Structure Influences Water Flows. Time: minutes, depending on the amount of discussion. INVESTIGATION: Flour vs. Bread: How Soil Aggregate Structure Influences Water Flows Time: 15-60 minutes, depending on the amount of discussion. Grade Level: appropriate for any age. Summary: If I only

More information

Carbon in the Environment

Carbon in the Environment EES 022: Exploring Earth Name Carbon in the Environment Abstract: Today s Date Lab Due Date You will be collecting data on the carbon stocks within three general land types, a cultivated field, an abandoned

More information

Creating a Franchise Internet Marketing & Social Media Model

Creating a Franchise Internet Marketing & Social Media Model Creating a Franchise Internet Marketing & Social Media Model In order to set your franchise system and your franchisees up for long-term online success, it s crucial to create a well-defined online marketing

More information

Instagram Mastery. Contents

Instagram Mastery. Contents Contents 1. Getting Started... 3 2. The Basics... 4 3. How To Automate Your Activity... 6 4. Engaging & Gaining Natural Followers While Asleep... 7 5. How To Minimize The Risk Of Being Banned While Using

More information

Climate makes for an effective workplace at Deloitte

Climate makes for an effective workplace at Deloitte Project Location 550 Bourke Street Melbourne VIC 3000 Australia Client Deloitte Climate makes for an effective workplace at Deloitte To explore the influence of the Climate workplace program on people

More information

NONPROFIT FUNDRAISING CHECKLIST. Marketing Strategies to Engage More Donors in 2018

NONPROFIT FUNDRAISING CHECKLIST. Marketing Strategies to Engage More Donors in 2018 NONPROFIT FUNDRAISING CHECKLIST Marketing Strategies to Engage More Donors in 2018 PLAN AHEAD Fundraising Marketing Checklist If you re like most nonprofits, you re getting ready for your next run/walk,

More information

Holding Accountability Conversations

Holding Accountability Conversations Holding Accountability Conversations 5 Scripts And Guides To Help You Through The Process PRACTICAL TOOLS Holding Accountability Conversations / / / / / / / / / / / / / / / / / / / / / / / / / / / / /

More information

10 Things To Never Say

10 Things To Never Say 10 Things To Never Say When Delegating PRACTICAL TOOLS 10 Things To Never Say When Delegating / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / / /

More information

Basics of Social Media. The why, the what, and the how for your small business or nonprofit

Basics of Social Media. The why, the what, and the how for your small business or nonprofit Basics of Social Media The why, the what, and the how for your small business or nonprofit Constant Contact 2016 Welcome! Danna Crawford PowerSellingMom.com DannaCrawford@gmail.com /DannaCrawford1 @DannaCrawford

More information

Putting non-service employees on the phones

Putting non-service employees on the phones Putting non-service employees on the phones For the article Vista Print puts its employees on the phones to Learn the Customer in the July issue of Customer Service Newsletter (CSN), editor Bill Keenan

More information

Producer Theory - Monopoly

Producer Theory - Monopoly Producer Theory - Monopoly Mark Dean Lecture Notes for Fall 2009 Introductory Microeconomics - Brown University 1 Introduction Up until now, we have assumed that all the agents in our economies are price

More information

Wastewater Treatment and Recycling Prof. Manoj Kumar Tiwari School of Water Resources Indian Institute of Technology, Kharagpur

Wastewater Treatment and Recycling Prof. Manoj Kumar Tiwari School of Water Resources Indian Institute of Technology, Kharagpur Wastewater Treatment and Recycling Prof. Manoj Kumar Tiwari School of Water Resources Indian Institute of Technology, Kharagpur Lecture 17 Natural Purification in River: Effects on DO and BOD Hello friends.

More information

Notes. Lesson overview. This lesson discusses how radon enters a home, where people can be exposed to unhealthy levels.

Notes. Lesson overview. This lesson discusses how radon enters a home, where people can be exposed to unhealthy levels. Lesson 3: How does radon enter a home? Lesson overview This lesson discusses how radon enters a home, where people can be exposed to unhealthy levels. Lesson objectives By the end of this lesson, the learners

More information

What to Say to Your Prospects So They Pay Attention (and Want to Know More About Your Products and Business!)

What to Say to Your Prospects So They Pay Attention (and Want to Know More About Your Products and Business!) Lesson 3 What to Say to Your Prospects So They Pay Attention (and Want to Know More About Your Products and Business!) Once you know WHO your ideal prospects are and WHERE to find them, there s one final

More information

We re going to start our consideration of productivity, profit, competition, monopoly, entrepreneurs, forms of business organizations, stock market,

We re going to start our consideration of productivity, profit, competition, monopoly, entrepreneurs, forms of business organizations, stock market, 1 We re going to start our consideration of productivity, profit, competition, monopoly, entrepreneurs, forms of business organizations, stock market, labor unions, income, human capital, with a look back

More information

Sample Sponsorship Proposal Simplified Version

Sample Sponsorship Proposal Simplified Version How to Use this Template Sample Sponsorship Proposal Simplified Version This template is meant to be a general guide and layout for a simplified sponsorship package. It assumes you know what your assets

More information

Advice on Conducting Agile Project Kickoff. Meetings

Advice on Conducting Agile Project Kickoff. Meetings Advice on Conducting Agile Project Kickoff by Mike Cohn 12 Comments Meetings Advice Image not found on Conducting or type unknown Agile Project Kickoff Meetings A traditional project manager who was in

More information

Also, big thank you to fellow TA Enoch Hill for edits and some additions to the guide.

Also, big thank you to fellow TA Enoch Hill for edits and some additions to the guide. Hello class, once again, here s an unofficial guide to the sample midterm. Please use this with caution, since 1) I am prone to error so incorrect explanations are entirely possible and 2) you should do

More information

Jon Reed: Evan Stoddard:

Jon Reed: Evan Stoddard: Podcast Transcript: Moving SAP ALM Into the Community: An SAP Community Podcast Hosted by Jon Reed of JonERP.com Podcast Interview Date: December 15, 2009 Jon Reed: Welcome to this SAP Community Network

More information

Water Potential (Ψ) Ψ = ΨS + ΨP

Water Potential (Ψ) Ψ = ΨS + ΨP Water Potential (Ψ) Ψ = ΨS + ΨP Water potential (Ψ) is a measure of water s potential to do work. In order to do work, an object must be able to apply enough force to another object to cause displacement.

More information

Straight forward Transforming HR solutions it s more than just IT

Straight forward Transforming HR solutions it s more than just IT Insight Guide Straight forward Transforming HR solutions it s more than just IT The HR system you need, with Oracle Cloud Applications and Fujitsu Expert insights and opinions for HR professionals, helping

More information

How Ecosystems Work Section 1. Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1

How Ecosystems Work Section 1. Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1 Chapter 5 How Ecosystems Work Section 1: Energy Flow in Ecosystems DAY 1 Life Depends on the Sun Energy from the sun enters an ecosystem when plants use sunlight to make sugar molecules. This happens through

More information

The Market Economy. The Economy. Consumers, Producers, and the Market. Are You Motivated Yet? Name:

The Market Economy. The Economy. Consumers, Producers, and the Market. Are You Motivated Yet? Name: Name: The Economy You ve probably heard people say things like, The economy is down, or, Such-and-such would be good for the economy. Maybe you ve figured out that the economy has something to do with

More information

Bulk Density Protocol

Bulk Density Protocol Bulk Density Protocol Purpose To measure the soil bulk density of each horizon in your soil profile. Overview Students obtain a soil sample in the field using a container with a measured volume. The soil

More information

Let us introduce you to Course Match

Let us introduce you to Course Match 1 Let us introduce you to Course Match 2 In order to understand course match you need to know three terms. Utilities We re using utility here as an economic term. If you aren t already you ll be very familiar

More information

10x10x4. Campaign Formula. Main Street Marketing Machines

10x10x4. Campaign Formula. Main Street Marketing Machines 10x10x4 Campaign Formula 1 The By Michael Koenigs, Co-Founder, Traffic Geyser Introduction: Visibility, traffic, leads and sales. They re the cornerstones of every successful online business. Let s face

More information