It was a good morning everyone. You are going to be on the architect for the first four. We are going for by the Georgia Tech librarian are and are you a librarian who are part of this series that specially critics have put who work here in our library and he says most are right that there are and I also think people who work at the library videotape this so if you're in pain or there's someone you would love the pun can play the good part which is your life as a Tory and you can search either for architectural planning or Drug Bill Bratton. Who happens to be our day we do this hour the last Thursday of every month in which we are going to buy the best for you and then we're lucky to have Dr Bill Drummond what I'm gonna I will speak on her. Good morning. Yes it's the Labor Party all Mormons or all started running this circuit for the reason I'm going to soak it right there are there for you right here for the fund raiser. Would you recommend to put it on at the moment so I would take the first plan and run and when I was told there was a laying down market for you and he also told me that you know you can be a lot more and I asked for. Well you know was there a bachelor. Are you ready for me and welcoming. DOCTOR. It's the research talking about today. I've been working on for a couple years. It's getting to the point of before long seeing the light of day so I would quaintly appreciate feedback and thoughts from both from students and faculty members in fact from what I say students will have a significant role in the future because I'll be talking about a time period over which many of you students will have your working life times. And so those of us on the faculty and practice will have to hand off the torch to you in the next generation to see through a fair amount of what I'm talking about. Now. This research actually started. With the prior piece of work that appeared in the most recent Actually I think the second most recent issue of The Journal of the American Planning Association. And in that piece of research. I asked have climate action plan or made a difference to greenhouse gas emissions and I ran some statistical analyses and discovered that yes climate action plan or. Have by producing climate action plans of maybe reduced emissions by half a metric ton per person. That won't mean much to you at this point but I'm going to try and fill in what half a metric ton is. But as a sideline to that research. Control denser and more sprawling urban areas and discovered a pretty significant effect from urban form on emissions and so this is a follow up to that art of. Well one focusing on the question of the relationship of urban form and greenhouse gas emissions have the two central research questions here. First how much higher are residential carbon dioxide emissions in sprawling areas compared areas with more compact growth patterns. So we're asking how much higher. We will find out that they are higher and everybody presume sprawl area emissions are higher. So we're going to ask how much higher. And then number two. We're going to ask how much could changes an urban form reduce those emissions. If we develop more compact Lee If we develop smarter. So I'm going to try and address those. And here is the conceptual framework Here's how things fit together. It's not all that complicated Up here we have planning tools policies the interventions that planners architects Lynskey architects know will help produce more compact development patterns. Here is urban form in particular are areas sprawling or compact then the question. Urban form has effects on emissions and in particular looking at building emissions from residences transportation emissions from trips at people's houses and then land cover emissions from trees or lack of trees. They took a beautiful old tree down out here when they were putting up Klaus building. And then given the missions the effect of the missions on climate change global warming and then the negative effects. This research focuses on these two levels. We're just looking at urban form. And how it affects building emissions transportation emissions and land cover emissions at residences and other folks do research in these other areas but it's these middle two layers that I'm focusing on here. To zoom in a little bit on each area. So if we have urban form and we're looking at residential building emissions urban form can affect a through number of rooms in the house the size of the rooms in the type of house attached detached multifamily how many stories in the house and all of these have affects Sun building. Heat and energy emissions. We're looking at emissions from electricity from lights in appliances. Plus heating heating of homes with natural gas fuel oil and what have to use some control variables and I'll explain basically why and what those are and there's also a semi wild card here in terms of the urban heat island effect and I'm looking out there for why I'm stunned. My colleague the expert in urban heat islands I don't see him. But I'll mention him in a little bit because urban heat islands have pretty complicated interactive effect with building heat and energy emissions the hotter Atlanta is the more electricity we use for air conditioning in the summer. Then for transportation emissions. We have compact or sprawling urban form and then urban form affects public transit ridership we reduce or increase our driving depending if we're living in a compact area urban area in. Compact areas are more walkable and more by cable and so people like Michael Elliot may. They move into a place explicitly. Well it was one of the considerations so he could walk or bike to campus and so the walkability or bike ability of areas is also a result of urban form. All being lead to different levels of transportation emissions from driving from taking public transit. Actually I didn't count any emissions for walking or biking. Although maybe you exhale a little more strongly than you would if you walked and so the result is transportation the missions and again some control variables will use but third category is basically trees. That trees store large amounts of carbon. They pull it in each year they store if we take them down. We release carbon to the atmosphere. In particular looking at the difference in tree cover from sprawling to suburban areas and what that difference is here actually sprawling areas have an advantage they have more trains and so sprawling areas actually take up more carbon than urban areas. And again. Relation to the urban heat island effect because trees have an effect on temperature which can then have an effect on electricity or heat emissions all that we're going to leave that for future work. OK question number one how do we measure sprawl because this will be statistical analysis. I use a sprawl index that sexually calculated from six different variables including gross population density percent population and low density areas percent high density percent living in urbanized areas as defined by the Census average block size and percentage of small blocks. I wish Doug Allen were here because we use both block size in percentage of small bill blocks are an indicator are one of the contributors to sprawl. Those are combined through a statistical approach using individual data at the block level. And so I actually got all the census data for every single block and then processed it for the entire country. I actually got a nasty email. Well wasn't that nasty from Robert and Perry asking why I was using five gigs of space on one of the computers. So this is block level data that we process with these six factors. Statistically combine it into one sprawl index. Then we set five hundred and is the mean value. Normalize it to a standard deviation of twenty five. So higher values are sprawly are areas. It's probably are is a word and lower value so more compact. And in fact here's the distribution. Of local areas and I'm only looking at metropolitan areas because when you get out into rural areas. It's hard to say what sprawl is we can calculate the sprawl index but when you have mixed agricultural areas in small towns. It really is not an area that we typically think of as containing sprawl. So these are metropolitan areas. These are local areas and then this is the distribution. You can see is actually left skewed. There is a long tail toward the more compact side. And says these are places like New York and downtown Chicago and Boston and then these are areas like Forsyth County don't want to insult anybody but these are our spoke earlier areas here. So it's not a symmetric distribution. In the sprawl index is abstract but we can relate it to measures that we're more familiar with like gross population density and so even though there are six factors in the sprawl index we can map sprawl to gross population density and back and I will toward the end of the talk. I used the census and essay boundaries. So basically twenty eight counties in the Atlanta area. I'll show you some maps of these if self a majority of people in a local area live in an and S. sank clue to that. NET to give you some context. This is from the US two thousand and eight inventory of greenhouse gases and this is in millions of metric tons. Our total emissions were about seven thousand newly and metric tons so seven billion metric tons in the U.S. land use up take from trays actually took away nine hundred forty million metric tons. So our net emissions were about six thousand residential heating three forty three million metric tons eight forty two for residential electricity and then gasoline for cars and trucks. A thousand million metric tons. These are huge numbers and so for most of the analysis I'll talk about metric tons per person. If we translate these into metric tons per person or U.S. emissions are about twenty three metric tons per person per year. Now. Of the. If we take away land use we go down to about twenty metric tons per person. Resident. Heating up one point one metric tons per person. Residential electricity two point eight metric tons and then transportation three point five metric tons. So altogether. Each of us in the US averages about seven and a half minute trip tonnes per person of residential emissions. So if you keep in mind that seven point four seven point five number. You'll have a context. Now to give you a little additional context. We don't need to have been highlighting those. What is a metric ton. If we take a metric ton of carbon dioxide extract the carbon powder it. We get something like flour powder graphite which is carbon is something like flour. So a metric ton of carbon dioxide which in itself is invisible odorless weightless in the atmosphere. But if we take a metric ton of carbon dioxide extract the carbon we would get eighty five five lb bags of flour. And so one metric ton is a pretty substantial amount of powder and so if we talk about a metric ton. This is the amount of flour that corresponds to the carbon in one metric ton. I'm teaching a climate change planning class in the students just calculated from the Georgia Tech inventory each square foot of campus releases ten pounds of carbon a year. So you could imagine every square foot but we put five pound bags of flour. Those are our campus emissions from buildings each year. So this is not inconsiderable Now when you drive one mile. You put about a panel and the equivalent of a pound of flour into the atmosphere. To do. Dr one mile. So this is invisible odorless and weightless. But if we could actually see it and feel it. These amounts are very substantial. So eighty seven five pound black bags for one metric ton each of us averages twenty per year. So what would that be sixteen hundred five pound if I got my math right. So over a thousand of these a year each of us emits into the atmosphere. Now if we think about in practical terms what does this translate into if we all set out to reduce our emissions by one metric ton a year we would have to drive two thousand fewer miles. If we want to reduce our emissions by one metric ton. If we are flying we'd have to reduce our travel by thirty seven hundred miles. So actually one trip to the coast is get you in the range of a metric ton of emissions. If we turn on our household electricity. And then substitute pedal power to run our T.V.'s we would have to go without household electricity for a month and a half to reduce our emissions by one metric ton. Well on the positive side if we planted twenty five tree seedlings allowed them to grow for ten years those trees would absorb one metric ton of carbon. Generally speaking mature trees or about three hundred to an acre. So this is maybe a tenth of an acre planted with trees would reduce us by one metric ton. So this is meant to give you an idea an intuitive idea. These amounts that we're talking about because when they're these abstract numbers millions of metric tons. It's a little hard to connect those great amounts with our everyday. Actions like driving taking plane trips turning on the electricity for our three hundred watt projector there. So this is meant to give you an idea. Now how do we calculate local emissions is anybody here received the American Community Survey and returned it to the Census Bureau not a single if you've gotten one. The American Community Survey is the replacement for the Census long form and it will be the primary source of social economic data for the country in the future. Because the Census long form used to give us all this all information is gone. Starting with the two thousand and ten census. So the substitute is the American Community Survey you guys answered question eleven A on the American Community Survey last month. What was the cost of electricity for this residence. And then also similar questions for natural gas for heating oil. There's also a question about what your commuting time to work is. So this is the source of the data that I'm using for the calculations. The A.C.S. surveys one percent of the US population each year. It's similar to the Census long form. All right. Pete since we have it no more. And a selection of these answers. Maybe your guys are actually released the entire questionnaire is released without personal identifying information but the entire questionnaire is released for this sample that they call poems the public use micro sample and so every year the A.C.S. gives us data on a million households including their electricity usage through this problem sample and natural gas and commuting time so they ask about electricity natural gas. If you were well in the last month or so we have this huge source of data. A survey of everyone in the U.S. scientifically conducted by the Census Bureau. They also ask how do you commute. Do you drive. Do you bike take transit and your travel time. So this is fantastic but there's a catch. Because certain people are worried about privacy concerns. They only release it at a geography level called the perma and the Puma doesn't correspond to anything that we're already familiar with it's not counties it's not cities. The puma short for public use my course ample area for you. G.I.'s people. I think Puma is related to Tiger. It's one of the funniest G.I.'s jokes ever the lowest level of geography for for the Puma is one hundred thousand people so the Census Bureau goes around and designates areas with a minimum population of one hundred thousand then they release a sample of questionnaires for each of those Plumas. Maximum population four hundred thousand. And so if we look at the Pumas for our area one county can be a plume up so up here I think that's Cherokee County. Is its own plume up here in Dekalb County with six hundred people more than six hundred thousand people. We have six individual Pumas indicate that county. Were or if your county doesn't have enough population for a prima like Athens Clark County. It can be combined with other counties together into a poem up. Now the Census Bureau also actually sometimes. Plumas even crossed county lines and so because they are dedicated to protecting Lesley and Steve's privacy and so they are ensure that these are large aggregations for which they release these individual questionnaires. So how do we calculate emissions then given this detailed data. What I do I see some electricity expenditures for each Puma and each state. Then calculate each whom a share of State Electricity expenditures Pumas luckily are nested within states then the E.P.A. has already calculated a missions for electricity at the state level and natural gas and fuel oil. So I multiply each boom a share times the state level of emissions. Then I repeat for natural gas and heating oil then for transportation they unfortunately don't ask how far you drive but how long you drive to work. I used commuting time as a proxy for the distance and sat then use commuting time for each transportation mode. And then the overall we're cutting off partly here Leslie. What we come up with. Is when we add together these a mission is seven point four metric tons per person of residential based emissions but once we go through this process with the prune in the A.C.S. we can then distribute those emissions within these individual small areas with a minimum of one hundred thousand in population. New trees are a problem because the Census Bureau doesn't ask you anything about how many trees there are on your lot. But fortunately the remote sensing geeks have come. Hi old. Coverage of the in a cloud free coverage of the entire United States classifying every grid cell which is thirty meters by thirty meters so roughly the size maybe it's not a football field or so and so they've classified the Lin cover all never a grid cell including lots of categories of forest. So I used this total United States. Land cover map identified all the cells with Foster tree cover calculated those within each Puma although I'll mention I only looked at the urbanized areas. So I basically discarded the undeveloped areas because it probably isn't fair to count the trees of areas that are sitting out there waiting for development I only did the developed areas. Then multiplied each Puma share and the E.P.A. has already calculated Trini uptake at the state level and so I've broken up those E.P.A. numbers and then distributed them to each individual put them up. OK The fun part. Some maps. Here is the sprawl index for Atlanta and what I've done is broken up each of these Pumas into ten categories the most compact is the most compact ten percent. In the Country of the PUMA So the most compact ten percent Pumas all the dense urban areas Atlanta does not have a single puma in the most dense category of the US that there are. Elsewhere. So there's none in the most dense the red are the ten percent of most sprawling pumas and we've got a lot of those and these boundaries are the M.S.A. boundaries George so this gives you an idea of the geographic area that we're looking at. So the red areas are the most sprawl. The blue are the most compact and Atlanta does not have a single area in the ten percent most compact. Now if we look at building emissions per person and using a same distribution in Kwan tiles. The lowest ten percent are in bloom. The highest ten percent are in red. Actually our building emissions are not bad in the Atlanta metro area because it's not all that cold in the winter. For the most part. So our building emissions are not that bad. You can see we don't have any areas in red or the orange and in general they're lower in the in areas but then they go up to the outer areas the highest category is actually that inner circle there. Scrolled a little too much on here you can see these yellow runs are actually the highest category of building emissions are not the ones all the way out at the periphery. They're actually a little higher than these ones at the periphery so in Atlanta. The highest building emissions tend to be out Northern Gwinnett northern Cobb I won't go into the reasons for that but. If we look at transportation a missions per person. For the Plumas we actually have a run in the very low category here and that actually is southwest Atlanta. And that's probably partly because of the available of mass transit. But probably What's the other reason that Southwest Atlanta is very low in transportation emissions lack of cars related to income and so emissions is not just a factor of where you live but income and we'll talk about other factors as well too. And then as we go out the very highest emissions. In these counties these Pumas out here we're an urban developing for a niche kind of north going net. Down to Fayette and places like that. Land cover up to date from three S. where it. These are the areas where the most uptake these are the least not too surprisingly our urban developed areas don't have as many trainees. And so for these areas there's less carbon pulled out of the atmosphere by trees. So here's where suburbs actually have an advantage. And if we put this together we get total emissions per person and these areas actually around. I twenty eight and south are the lowest buildings transportation and trays and we see these areas kind of at a ring out in the suburban areas are the highest So the general shape of the nations is like a donut. That's low in the urban center. It increases going out into the suburbs and then actually should get out to the periphery things start getting more world and they start decreasing again. So if we were looking at this and three dimensions it would be something like a donut shape. Now to compare a couple other areas of course I've done this for the whole country. But here is Baltimore Washington. And Washington has whom is in the most dense category bump them or has put them is in the most dense category. And so those two cities. In their densest areas are considerably denser than Baltimore County up here northern Baltimore County. Comes out pretty high in the sprawl index and then if you go from D.C. we get areas that are higher. On the spiral index. This is total emissions per person for the same area. Again using the power seen near low downtown Baltimore and Washington and then going up with their suburbs are not as high as Atlanta suburbs here. Total nation by the way these are the same scale as well do so. And here is the Boston area and the Boston area has roughly the same population as Atlanta. About four million or so and here the core of downtown Boston was eight in the densest category. Whereas Atlanta has not a single one. And you can see if you go up far enough you start getting into Raleigh here areas but within the black area of the N.S.A. itself. There's not a single. That's in the highest. Category in Boston. So even though the Boston N.S.A. has roughly the same population. It's a much more compact urban core and if we look at total emissions for Boston we can see a very low in the still low one coming out here that starts getting a little mixed as you come out and not really to start getting out of state. Yet in some of these areas that are the orange or red with a higher level of measure. So this is you a feel for how the missions were all looking at these layoffs. We haven't you would have said is that there clearly is a relationship between urban form and emissions. But there are some complications that if we just look at those maps the skeptic to come back and say Well I think there's a different explanation. It's not urban or misleading the lower emissions. So the skeptic might say these deaths places tend to be in New England the middle Atlantic and Midwest those areas. The sprawl areas tend to be in the sound and so if we're looking at electricity consumption for air conditioning the northeast in the Midwest which uses less electricity or air conditioning on their emissions are lower. Anyway. And that's where these compact areas are concentrated whereas sprawl areas tend to be on include Texas here Arizona Nevada. These sprawling areas are in areas that. Use more electricity so what we think is a difference in urban form is really a difference in Klein. So as a researcher as researchers we have to control our climate we can't just look directly at the relationship that we have to control over climate in a similar way different areas of the country different levels of carbon in their electricity in new ways and they tend to have more nuclear. And that hydro electric and. Telling the architect here. They tend to have hydro in the Pacific Northwest. And so here in the Senate. We tend to have a lot of coal. So our electricity is naturally much dirtier in carbon the earth. Than electricity in places with nuclear hydro. And it might happen that places are all more also get dirtier light for us so we also have to control for the carbon content of electricity so that we can use these different events so. Last one. I'll mention even though we have to control for a bunch of others. Isn't because. It may happen. That poor people tend to live in the urban core and rich people tend to live in the suburbs. If we don't control over income. We might think that the lower emissions for urban areas are actually do the more poor people living there so we have also happened for over in brown so on giving you some examples where actually maybe a dozen other variables for these different analyses we have control for. But I'm explaining why. Now one last note before we actually get to the results of the straightforward way to do this would just be to take the sprawl and that and use it to predict emissions with the control variables. Well for reasons that I'll explain it a little that. I've taken a slightly more complicated approach and rode all the nineteen thirty of us into ten rooms of one hundred ninety three in each group and predict the emissions for each of these ten groups separately. If I did it with traditional linear regression it would force a certain form here and that allows each group to vary. So I can look and see if the relationship between the sprawling nice and urban form is linear not linear. So I'm breaking up all of whom listen to these ten groups the same coloring I used on the map already ten different groups of the most compact the most broad technical name for these were the best aisles because we're breaking up the groups and it turns all right results. OK Those of you first class credit you will need to understand this table completely for Harley's class. No actually I'm just doing this to show you. I've actually run their regressions and I've gotten lots of statistical results here. I'm not going to go into all the old variables but there's a whole bunch of control variables that are that. And these are the ones that really count here and to show it more clearly. Once we've controlled for in carbon content of electricity climate all these other variables in we've asked What is the effect of bourbon for this is what the graph looks like where this is the most compact and this is the most thorough so compact sprawl. What we see is there's a piece of building a nation and we're just looking at building first that the sprawl area has about half of that for a ton higher and you will emissions per person than the most compact area. So urban for at the maximum produces an effect of half a minute return per person on residential building nations. Now there's something unusual. Once you start getting out from this high area out into the bridge building nations start building then I won't get into the reasons for that but I suspect it's House side probable. But there is also something unusual because we can see from this high level of sprawl as you move into the urban core emissions go down the here and then they start going up again. Once we get into the central part of the urban core and then anybody make a guess on why building emissions may start rising again as we get into the central part of cities. OK lack of trees were. Just look at buildings here. Urban Heat Island Effect and my hypothesis is that we made the same of the urban heat island effect here where once we start getting into the core of the land. It's hotter than out in the suburbs of the world areas. So we burn more electricity all ourselves in the summer so emissions start rising. Actually I tried this out on one stone our urban heat island effect and first he said Yeah it looks like urban heat island. I should have stopped there. But then he said what high rise buildings use more energy for elevators and there is wind to start as ratios and then he started complicating it. So I said I think I'll stick with urban heat island for now but there's more to the story than that and I can't prove that this is the urban heat island effect but I suspect that it might be. You know you know in the low low. You know and remember we're just looking at residences here but not openable windows and things like that. So you know it's probably more complicated but I would still like to think that's partly the urban heat island effect and we can see if we tried to fit a lot into this that. It would be tough to fit a line into this that and that's why I'm not using traditional linear regression because linear regression. We're trying more or less to life to this data and there are more complicated things going on here that you can represent with a straight line. So that's why I divided up into these groups so that I could look at each group individual and luckily I've done plenty of them. So I can do that now friends for patient of nation and again I'm not going to go into a lot. I will say I should have said the building model actually explained eighty seven percent of the variation in whom a building a nation that's a pretty high are square. You know we're still thirteen percent unexplained. But this whole set of variables explained eighty seven percent of the variation. You know a lot of that is viewed in a lot of due to lack of carbon content of electricity but this is a very good model terms of overall explanatory transportation model explains about half of the variation in transportation of nations for a moment and again I'm not going to go into all that intro variables jump of the story. Now if we go from contact because we're all this is what transportation emissions of life and we can see beyond the very first death style a line what does that super bad way. Although at the very end and the safe range transportation emissions start on off a little bit. Probably because at the very edge people start working locally. Instead of commuting into the N.S.A.. But out here are where the highest emissions are we can also see something of a threshold that public trains to support a bowler's or densities and so there's actually a big jump here between the most compact ten percent of sprawl areas and then what I call the very compact not quite as compact with still pretty compact this difference is a metric ton per person. So that's a big difference from the very most dense places with pretty dense places and it's the most dense places that land has enough by the way of these ones where transportation emissions are very low. No just the scale here we're talking in the range of one to two metric tons per person compared to the most dense areas of France nation emissions and so the difference and for explication of nation building emissions was to happen that for some of the biggest difference here we're talking two metric tons. So the effect of urban form of transportation was significantly larger in the building that then finally for land cover are squared was twenty four six. So I was explaining about half the variation in three carbon up today and I won't go into all that intro variables again. But here's what the results look like where really just good here higher levels are better. The further you go out in the core and that's pretty close to linear that the more carbon uptake we see tree but also notice the scale here we're talking point two metric tons per person. And so suburbs are better in terms of trees but the effect is. That of buildings. Maybe ten percent of the effect on transportation. So the effect is not nearly as big. As. More so. One reason or. Right. And in fact this is a static cross-sectional model. We're not looking at last three carbon element or disturbing of soil organic carbon her look at me at one point. Of the car and up a tree and it was a different and more complicated model to model the process a version of the natural environment to build cars and the car losses that come from the. ORES. Very well and the complication is I mean our old air was far and all the trees and Western nurse were a lot more efficient at it as second growth came back and so we see of our tree is really growth forest. North Georgia agriculture. That's really why we are in a metropolitan area lives of three. So it turns out to be complicated. So I kind of just taking the step you stay but we would like to have it be a more dynamic model where we actually penalize development but we have very urban areas. Suburban areas but that's not what brought you here but you are right this is looking at one point. I think. Be able to give. Better from nation on that than I could. I couldn't tell her almost all of it is through trees. Round vegetation actually trees and soil are major so hard that we use our educational ground as so but it's a pretty small. Fact you know there's five leave that to rise and we're not looking at here is things like right for fitting buildings for energy efficiency. We're just trying to isolate the effect of one one car. So if we put these together now and what I'm doing here is actually putting these across the sprawl in that at the bottom. This is the overall result of the beds and then when we get out here to the bridge. The difference is about for tons per person. Overall the clean densest and the least bit as if we add the three effects together a negative effect or come here to the densest place for cover. Here is the building of back and then the red effect is the transportation of that. So you can see it's dominated by transportation emissions buildings at or subtract sun and then land cover. Has some of that and so this is all a comparison of the densest ten percent of the areas of which we don't. Now a slightly simpler way maybe a fair way to think of this. Let's just divide all of these areas into compact areas and smaller. Arbitrarily say that compact fifty percent contact the sprawl fifty percent or sprawl. If we compare the emissions that way without looking at the strains of suburban. And we just compare sprawl versus compact the difference in building emissions first for all in your areas is only three metric tons per person. For transportation forty eight metric tons per person minus point zero six for land and about one point one metric tons per person this number is probably a fair number keep in mind one metric ton one point two metric tons because it's not looking he exploring a compact versus broad but is looking at everywhere together and we designate areas either come back there are areas or sprawl areas and we asked. What is the difference of emissions from fifty percent of compact areas and we see here. How much higher are sprawling Nations. With compact emissions that we just find small and compact that well. So at the age range of metric tons of middle level one point two metric tons per person. OK that's the first question of then a shot. This will take nearly as long. If we develop more compact really how much would emissions have been reduced. And so I'm going to make a couple assumptions here again this is a spat a analysis. I'm not looking in the future. But let's assume that ten percent most contact areas stay that way. That's our maximum density. We'll take the other vessels and or push or shove it. Pending wish for you say. This. Program will push him into the next quantum how and so the lowest ten percent then become the next low as ten percent will move every one of quantum tile and say and the first one tile the urban one will keep the same. Then what will do is work out delayed the overall percentage increase and density and percentage were duction in a nation. So by pushing our suburban areas up so that every area is somewhat more dense and compact. Then we see an action and so the result is something like this and I'm giving this to you in a more understandable persons per square mile. And here is per cent reduction in emissions that if we push your show or nudge our areas that higher density. Alter Net result is basically for a ten per cent increase in density we get a two point two reduction in emissions holding constant everything else and so forth. Contest among us we can think of this as the emissions elasticity of sprawl. So if we increase the S.P. by ten percent. We reduce emissions by two point two percent holding constant all these other variables. We increase tensity by twenty five percent and missions reduce by five point five. If we double density by one hundred percent. If our metropolitan areas were developed twice as densely emissions would be reduced by twenty percent. And here is a question for thought and discussion of our students are going to be practicing for the next. Forty fifty years or so. In station. Life. Over that period. What do you think is the feasible increase in men for college and density assuming not being wildly optimistic but perhaps being optimistic. How much do you think over the next fifty years forty fifty years our students will be working. How much do you think it is we may be able to reduce our deficit. How many people would say ten percent or less. Now let's let the skeptics here and then ask you by percents ten percent or less you think is these of all yesterday and you think we might through reform be able to reduce emissions. One of jeepers Well now they think we might be able to increase density by ten twenty five percent. Everybody has to hear is everybody. OK I see some faculty wait over here. Ten twenty five. On this twenty five would be able through urban form to reduce emissions by five percent and I think it may be feasible we're getting pretty sensitive by fifty percent of that problem and there. OK we're getting into the moderately up in this that area. You guys think we could reduce emissions by eleven percent. How many think we might be able to get in the range of percent to a doubling of urban density. Interesting. I don't know if I could have predicted it would be in one category here. So severe up in this thing we may be able to reduce emissions. You know when they're ready just ten to twenty percent by a shifting urban for the higher density. So that's what this research shows now. So to answer questions. What's the current cost of suburban sprawl is substantial. And our average is a lot of one point two that. Close out of our seven point or so sixteen percent of residential admissions using our lower average number of one point two we could describe the differences in urban core of that seventy five percent transportation thirty percent buildings minus five percent to land is roughly the breakdown there so the next question. We actually live kind of discussed is this reduction is substantial enough to be worth pursuing is a new planning architecture landscape architecture goal. I would answer that. Yes then how much can we reduce emissions by fighting sprawl. Not enough because the experts say we need to reduce emissions by eighty percent eighty five percent stabilizes climate so urban form won't solve the problem. But we can make a contribution. If we can double density or increase it by fifty percent. So. The question that I've asked have been how feasible is a doubling over the next fifty years you can see there is a broad range of opinion and it's not that students are often mistaken faculty or not but looking out of their hands. There is a range among students and battle. So why don't policy recommendations. To reduce the nation's we should I'm saying this is a work in nation martial all of our transportation lane and building tools that we know to fight sprawl that bring down the nation's along. Many of the reasons that we have for However and this is directed in particular the students. So badly need a new set of innovative and creative approaches to both reshaping urban. More and reducing inventions and it's really your working life time that you're going to come up with and then put these into practice. So this is a particular challenge to the students will be doing. That as a Monday but still important first step. We should make require. Carbon accounting and estimation of carbon tax as a required element of every transportation plan and every way and this is started happening in states like California and Florida. That would be undone large. But this should be a worldwide element of every transportation plan and every laid plan. If we can do this and if you guys can be you students can be successful over your life and careers. We will end up living in golden cities that are powered by elegantly designed by architects alone and near as long coastline. And we will have taken a big step more toward sustainable. OK I don't know how much time we have left. Do we have any left questions or this question. Michael. We're actually two thousand by two thousand and eight it was four separate years. Well I thought. Well you can think of one hundred thousand people so draw them so you have a minimum of one hundred thousand people problems they don't really correspond to what we think of as neighborhoods or you know anything like that although that tries to draw those of a relatively low margin. You know they try and get them so that they are similar within themselves but different for. But if you get a hundred thousand people. So the past now only has six hours for me so that. They don't count down but not always so a lot of the challenge here I calculate all my. Facts all the holes I didn't go into but luckily there are lots of data for all age of the House people in the house all that stuff is yours. It's tough projections about one hundred million people over the next four years that the US population and. Only Nations one hundred places those places of work say. So all of these calculations are her capital ones. And so on per capita we have a population. If there are attacks among us. I hope you're working on some hassle. For instance. Errors and stuff like that. So there's no question. It's been. Well partly as well. The. Carbon or. Snippers. Mixed metaphors there. And that living here or will they be living out in charity. And there was a certain extent as a planner and but it's also architects well but it's also personal preference mortgage tax deduction and. Other factors like that people have played with that and there is a National Research Council recent study on France for Keisha that just tried to look at different scenarios for different places. Those were the speculative what I try to do here is take on what we know now. And as that as a basis for what would happen. So people of tried to do that but first yeah answer the question where were those hundred thousand and what were those houses. There's a little heart because we're at one hundred thousand people here is a low sweet and my suspicion is this is as low as you'll ever see in a national study. Unless we start systematically gathering information required by some piece of legislation like Waxman Markey or other pieces of legislation now seen actively. There's a door there. So. I can cut this down individual levels and there are calculators out there. I should say California is really in terms of electricity. Their personal At first the emissions have been level since ninety seventy or so when the whole rest of the day then increasing pretty substantially and so in a lot of ways we do have a lot to learn from California electricity I don't know I don't know transportation of nations. I doubt they have. Status no electricity or arrived yet. Well. There actually is moderately there's controversy or has or plans of the level of the nation's reduction by shifting over for now University of Utah. That's pretty optimistic about reducing this transportation and overseas study actually Mike Myers was one of the first was much more pessimist. This actually was slightly somewhat on the up in the stick side for reduction but generally but this stuff actually looks at transportation buildings transportation people are just looking at transportation. So I would say that these numbers reasonable and maybe more positive than I would expect about the effect of urban or nation. I think overall we expected it to be lower but I think the question is what is the carbon footprint of dollars versus further. What is controlling for all these other factors like the carbon content of life. Presently. And and those differences are even I suspect if you don't control for those things. What is there a difference is more modest let me say this. If we add together that one point three pairs of the seven or. That on average urban dwellers have fifteen percent less carbon emissions because urban areas. Right. But the question is are we going to her or something like that or an extreme deference was to metric tonnes of I'd say more typical is one that. It depends when you say carbon footprint. Are you just measuring emissions. And urban dwellers may be significantly. Lower but they also because they tend to be less suburban. It's a little more complicated if you're rich or. You have more choices about where you can live closer to work as well. So it's in a little bit more. So I would say I think typical carbon footprint just add up the emissions without trolling for these other factors can be a little misleading and overstate their reasons for. Yeah yeah. There's so I'm wondering whether or not. Yeah I actually had enough time shell of a similar analyses controlling for N.S.A.. So we just pluses and minuses with the N.S.A. this and within and between and there's a difference. And then say it's probably less than. You face the facts and say. One way to think of this is just saying let's just compare the essay say take an average with an M.S.A. a little higher. And so that in effect is moving back and forth and say what I looked at was that difference. Plus say comparing plans of the Boston. You know are the same. Within and the same numbers are similar but so. The difference is the difference. Boston. And one for us are differences between so with that last boss. So here is roughly. Well here is another irony of where should people be living in the West to have the lowest overall emissions. Apart from why. California climate is moderate less heating much cooling coastal California. Their electricity emissions are lower not so great but not so bad. From a sustainability point of view the encouraging people to live in California from the missions more I see Steve saying over there. There is a very good one. All right with what you already was. But there are missions are still lower yet the personal effects were trying to save the planet yours. So you know we ought to be living in places where lower emissions. You know from it's not worse. The only separation but so if we did people between metropolitan areas like from Atlanta to Boston or Atlanta or California we get it pretty significant reductions. And well you can think of two sets of policy redirect where people live by sense prices and then where they live within the metropolitan area. And so I take your point that it may be overestimating because we're also say that moving from suburban Boston to urban land for days whereas the policy from the metro area are much more local you know really at the regional level regional press Haitian if we HAD A or C. is here we have regional authority legislative redirecting where people are I mean they are City Little center. And Mission places trying to redirect people but how successful. That's been so thanks that's of the point in fact I now have another chart overall and then they're followed as well. Wife. You know let's say detached versus attached housing. That actually consider that a verb for and not control for it in here because I want that variation between types of housing being rolled into the urban form variables. I have done some have to now sees to try and separate out the effect type of housing size house size. They haven't worked as well as I had hoped at this point they have this distinctly significant and I'm still messing with to try and pull out. Those different half ways and see how each one. I would suspect that house. Size is probably the most important variable that how urban form of vaccinations then maybe house tie and maybe room size would use the visit. The word is what is give us just a bit example. Well it seems like the big difference in all this from Boston to Atlanta. The movement that was there and I was one of those. OK So the question of scale then there is. In the size of the metropolitan area. I think there certainly are especially in terms of public transit. It's pretty clear the threshold for. Once you or if you put in place system. This time of the practices. There are interactions are more complicated here but I think there certainly are threshold that. Explicitly say look at land prices for if we think of land prices as reflection or less risk. Yes. Or the role so you know this is the goal of mine. The problem is pretty abstract. What is five four. I think the other complication with the waist down really those variables are all scale and so you calculate you know block size you need enough of an area to get a logs population the trouble is if you start getting too small. Like in a census track area and thousand people or so. You might get a purely residential track. With all residences and then next track has a lot of commercial. And when you calculate the sprawl index population density. Once you start excluding nonresidential land uses it starts getting problematic. So the question would be. Can you logically calculate the sprawl index for census tracks as census or development as development doesn't start losing people before it's been a lot better because it's been a life. This is the first time that it's really been the life sucking only area. And my feeling is it probably works so people are going to have a mixture of land use but once you start getting smaller and smaller. You start dealing with population density. Rose population. Yes So you start comparing apples to oranges. You know residential mostly residential or sort of those. So that's an interesting question and I really haven't seen people wrestle with the question At what level of this we're all disappear. What level you stop measuring and you have to resort to the index did have things like him highly dense areas and heavily very low density. So those sort of but I don't know nothing particularly comes to take one more Eleanor. I haven't yet but what I should be able to do. I've thought about is this aggregate these up. Well what we're doing is essentially comparing Atlanta to Wasilla as metropolitan areas calculated sprawl and that sort of follows in areas where the land always comes out. Usually in the top three but almost always in the top five other areas bounce around but we always come out as one of the sprawl is Metropolitan So that's on the agenda and it should be given troll variables and other things of the US a level that's kind of a different problem and some ways say fine about that for for a while I think you know if there are those broad measure I did it myself but there's a series of more using so they see it out there. In the one and then my. That's too much work. So I'd be interested in there are measures of that kind of thing might be a or.