New America Foundation Report on the Chicago experience of using big data: “Big data is transforming the commercial marketplace but it also has the potential to reshape government affairs and urban development. In a new report from the Emerging Leaders Program at the Chicago Council of Global Affairs, Lincoln S. Ellis, a founding member of the World Economic Roundtable, and other authors from the Emerging Leaders Program, explore how big data can be used by mega-cities to meet the challenges they face in an age of resource constraints to improve the lives of their residents.
Using Chicago as a case study, the report examines how the explosion of data availability enables cities to do more with less—to improve government services, fund much needed transportation, provide better education, and guarantee public safety. And do more with less is what many cities have had to do over the past five years because many cities have had to cut their budgets and reduce the number of public employees in the post-financial crisis economy. It is also what they will need to continue to do in the future.
“Unfortunately, resource constraints are a consistent feature of the post-crisis global landscape,” argues Ellis. “Happily, so too is the renaissance in productivity gains garnered by our ability to leverage technology and information to achieve our most important public purposes in a smarter and more efficient way.”
Click here to view the report as a PDF.”
Open for Business: How Open Data Can Help Achieve the G20 Growth Target
New Report commissioned by Omydiar Network on the Business Case for Open Data: “Economic analysis has confirmed the significant contribution to economic growth and productivity achievable through an open data agenda. Governments, the private sector, individuals and communities all stand to benefit from the innovation and information that will inform investment, drive the creation of new industries, and inform decision making and research. To mark a step change in the way valuable information is created and reused, the G20 should release information as open data.
In May 2014, Omidyar Network commissioned Lateral Economics to undertake economic analysis on the potential of open data to support the G20’s 2% growth target and illustrate how an open data agenda can make a significant contribution to economic growth and productivity. Combining all G20 economies, output could increase by USD 13 trillion cumulatively over the next five years. Implementation of open data policies would thus boost cumulative G20 GDP by around 1.1 percentage points (almost 55%) of the G20’s 2% growth target over five years.
Recommendations
Importantly, open data cuts across a number of this year’s G20 priorities: attracting private infrastructure investment, creating jobs and lifting participation, strengthening tax systems and fighting corruption. This memo suggests an open data thread that runs across all G20 priorities. The more data is opened, the more it can be used, reused, repurposed and built on—in combination with other data—for everyone’s benefit.
We call on G20 economies to sign up to the Open Data Charter.
The G20 should ensure that data released by G20 working groups and themes is in line with agreed open data standards. This will lead to more accountable, efficient, effective governments who are going further to expose inadequacy, fight corruption and spur innovation.
Data is a national resource and open data is a ‘win-win’ policy. It is about making more of existing resources. We know that the cost of opening data is smaller than the economic returns, which could be significant. Methods to respect privacy concerns must be taken into account. If this is done, as the public and private sector share of information grows, there will be increasing positive returns.
The G20 opportunity
This November, leaders of the G20 Member States will meet in Australia to drive forward commitments made in the St Petersburg G20 Leaders Declaration last September and to make firm progress on stimulating growth. Actions across the G20 will include increasing investment, lifting employment and participation, enhancing trade and promoting competition.
The resulting ‘Brisbane Action Plan’ will encapsulate all of these commitments with the aim of raising the level of G20 output by at least 2% above the currently projected level over the next five years. There are major opportunities for cooperative and collective action by G20 governments.
Governments should intensify the release of existing public sector data – both government and publicly funded research data. But much more can be done to promote open data than simply releasing more government data. In appropriate circumstances, governments can mandate public disclosure of private sector data (e.g. in corporate financial reporting).
Recommendations for action
- G20 governments should adopt the principles of the Open Data Charter to encourage the building of stronger, more interconnected societies that better meet the needs of our citizens and allow innovation and prosperity to flourish.
- G20 governments should adopt specific open data targets under each G20 theme, as illustrated below, such as releasing open data related to beneficial owners of companies, as well revenues from extractive industries
- G20 governments should consider harmonizing licensing regimes across the G20
- G20 governments should adopt metrics for measuring the quantity and quality of open data publication, e.g. using the Open Data Institute’s Open Data Certificates as a bottom-up mechanism for driving the adoption of common standards.
Illustrative G20 examples
Fiscal and monetary policy
Governments possess rich real time data that is not open or accessed by government macro-economic managers. G20 governments should:
- Open up models that lie behind economic forecasts and help assess alternative policy settings;
- Publish spending and contractual data to enable comparative shopping by government between government suppliers.
Anti corruption
Open data may directly contribute to reduced corruption by increasing the likelihood corruption will be detected. G20 governments should:
- Release open data related to beneficial owners of companies as well as revenues from extractive industries,
- Collaborate on harmonised technical standards that permit the tracing of international money flows – including the tracing of beneficial owners of commercial entities, and the comparison and reconciliation of transactions across borders.
Trade
Obtaining and using trade data from multiple jurisdictions is difficult. Access fees, specific licenses, and non-machine readable formats all involve large transaction costs. G20 governments should:
- Harmonise open data policies related to trade data.
- Use standard trade schema and formats.
Employment
Higher quality information on employment conditions would facilitate better matching of employees to organizations, producing greater job-satisfaction and improved productivity. G20 governments should:
- Open up centralised job vacancy registers to provide new mechanisms for people to find jobs.
- Provide open statistical information about the demand for skills in particular areas to help those supporting training and education to hone their offerings.
Energy
Open data will help reduce the cost of energy supply and improve energy efficiency. G20 governments should:
- Provide incentives for energy companies to publish open data from consumers and suppliers to enable cost savings through optimizing energy plans.
- Release energy performance certifications for buildings
- Publish real-time energy consumption for government buildings.
Infrastructure
Current infrastructure asset information is fragmented and inefficient. Exposing current asset data would be a significant first step in understanding gaps and providing new insights. G20 governments should:
- Publish open data on governments’ infrastructure assets and plans to better understand infrastructure gaps, enable greater efficiency and insights in infrastructure development and use and analyse cost/benefits.
- Publish open infrastructure data, including contracts via Open Contracting Partnership, in a consistent and harmonised way across G20 countries…”
Open Government Will Reshape Latin America
Alejandro Guerrero at Medium: “When people think on the place for innovations, they typically think on innovation being spurred by large firms and small startups based in the US. And particularly in that narrow stretch of land and water called Silicon Valley.
However, the flux of innovation taking place in the intersection between technology and government is phenomenal and emerging everywhere. From the marble hallways of parliaments everywhere —including Latin America’s legislative houses— to office hubs of tech-savvy non-profits full of enthusiastic social changers —also including Latin American startups— a driving force is starting to challenge our conception of how government and citizens can and should interact. And few people are discussing or analyzing these developments.
Open Government in Latin America
The potential for Open Government to improve government’s decision-making and performance is huge. And it is particularly immense in middle income countries such as the ones in Latin America, where the combination of growing incomes, more sophisticated citizens’ demands, and broken public services is generating a large bottom-up pressure and requesting more creative solutions from governments to meet the enormous social needs, while cutting down corruption and improving governance.
It is unsurprising that citizens from all over Latin America are increasingly taking the streets and demanding better public services and more transparent institutions.
While these protests are necessarily short-lived and unarticulated —a product of growing frustration with government— they are a symptom with deeper causes that won’t go easily away, and these protests will most likely come back with increasing frequency and the unresolved frustration may eventually transmute in political platforms with more radical ideas to challenge the status quo.
Behind the scene, governments across the region still face enormous weaknesses in public management, ill-prepared and underpaid public officials carry on with their duties as the platonic idea of a demotivated workforce, and the opportunities for corruption, waste, and nepotism are plenty. The growing segment of more affluent citizens simply opt out from government and resort to private alternatives, thus exacerbating inequalities in the already most unequal region in the world. The crumbling middle classes and the poor can just resort to voicing their complaints. And they are increasingly doing so.
And here is where open government initiatives might play a transformative role, disrupting the way governments make decisions and work while empowering citizens in the process.
The preconditions for OpenGov are almost here
In Latin America, connectivity rates are growing fast (reaching 61% in 2013 for the Americas as a whole), close to 90% of the population owns a cellphone, and access to higher levels of education keeps growing (as an example, the latest PISA report indicates that Mexico went from 58% in 2003 to 70% high-schoolers in 2012). The social conditions for a stronger role of citizens in government are increasingly there.
Moreover, most Latin American countries passed transparency laws during the 2000s, creating the enabling environment for open government initiatives to flourish. It is thus unsurprising that the next generation of young government bureaucrats, on average more internet-savvy and better educated than its predecessors, is taking over and embracing innovations in government. And they are finding echo (and suppliers of ideas and apps!) among local startups and civil society groups, while also being courted by large tech corporations (think of Google or Microsoft) behind succulent government contracts associated with this form of “doing good”.
This is an emerging galaxy of social innovators, technologically-savvy bureaucrats, and engaged citizens providing a large crowd-sourcing community and an opportunity to test different approaches. And the underlying tectonic shifts are pushing governments towards that direction. For a sampler, check out the latest developments for Brazil, Argentina, Peru, Mexico, Colombia, Paraguay, Chile, Panama, Costa Rica, Guatemala, Honduras, Dominican Republic, Uruguay and (why not?) my own country, which I will include in the review often for the surprisingly limited progress of open government in this OECD member, which shares similar institutions and challenges with Latin America.
A Road Full of Promise…and Obstacles
Most of the progress in Latin America is quite recent, and the real impact is still often more limited once you abandon the halls of the Digital Government directorates and secretarías or look if you look beyond the typical government data portal. The resistance to change is as human as laughing, but it is particularly intense among the public sector side of human beings. Politics also typically plays a enormous role in resisting transparency open government, and in a context of weak institutions and pervasive corruption, the temptation to politically block or water down open data/open government projects is just too high. Selective release of data (if any) is too frequent, government agencies often act as silos by not sharing information with other government departments, and irrational fears by policy-makers combined with adoption barriers (well explained here) all contribute to deter the progress of the open government promise in Latin America…”
OSTP’s Own Open Government Plan
: “The White House Office of Science and Technology Policy (OSTP) today released its 2014 Open Government Plan. The OSTP plan highlights three flagship efforts as well as the team’s ongoing work to embed the open government principles of transparency, participation, and collaboration into its activities.
OSTP advises the President on the effects of science and technology on domestic and international affairs. The work of the office includes policy efforts encompassing science, environment, energy, national security, technology, and innovation. This plan builds off of the 2010 and 2012 Open Government Plans, updating progress on past initiatives and adding new subject areas based on 2014 guidance.
Agencies began releasing biennial Open Government Plans in 2010, with direction from the 2009 Open Government Directive. These plans serve as a roadmap for agency openness efforts, explaining existing practices and announcing new endeavors to be completed over the coming two years. Agencies build these plans in consultation with civil society stakeholders and the general public. Open government is a vital component of the President’s Management Agenda and our overall effort to ensure the government is expanding economic growth and opportunity for all Americans.
OSTP’s 2014 flagship efforts include:
- Access to Scientific Collections: OSTP is leading agencies in developing policies that will improve the management of and access to scientific collections that agencies own or support. Scientific collections are assemblies of physical objects that are valuable for research and education—including drilling cores from the ocean floor and glaciers, seeds, space rocks, cells, mineral samples, fossils, and more. Agency policies will help make scientific collections and information about scientific collections more transparent and accessible in the coming years.
- We the Geeks: We the Geeks Google+ Hangouts feature informal conversations with experts to highlight the future of science, technology, and innovation in the United States. Participants can join the conversation on Twitter by using the hashtag #WeTheGeeks and asking questions of the presenters throughout the hangout.
- “All Hands on Deck” on STEM Education: OSTP is helping lead President Obama’s commitment to an “all-hands-on-deck approach” to providing students with skills they need to excel in science, technology, engineering, and math (STEM). In support of this goal, OSTP is bringing together government, industry, non-profits, philanthropy, and others to expand STEM education engagement and awareness through events like the annual White House Science Fair and the upcoming White House Maker Faire.
OSTP looks forward to implementing the 2014 Open Government Plan over the coming two years to continue building on its strong tradition of transparency, participation, and collaboration—with and for the American people.”
Open Government Data: Helping Parents to find the Best School for their Kids
Radu Cucos at the Open Government Partnership blog: “…This challenge – finding the right school – is probably one of the most important decisions in many parents’ lives. Parents are looking for answers to questions such as which schools are located in safe neighborhoods, which ones have the highest teacher – students’ ratio, which schools have the best funding, which schools have the best premises or which ones have the highest grades average.
It is rarely an easy decision, but is made doubly difficult in the case of migrants. People residing in the same location for a long time know, more or less, which are the best education institutions in their city, town or village. For migrants, the situation is absolutely the opposite. They have to spend extra time and resources in identifying relevant information about schools.
Open Government Data is an effective solution which can ease the problem of a lack of accessible information about existing schools in a particular country or location. By adopting the Open Government Data policy in the educational field, governments release data about grades, funding, student and teacher numbers, data generated throughout time by schools, colleges, universities and other educational settings.
Developers then use this data for creating applications which portray information in easy accessible formats. Three of the best apps which I have come across are highlighted below:
- Discover Your School, developed under the Province of British Columbia of Canada Open Data Initiative, is a platform for parents who are interested in finding a school for their kids, learning about the school districts or comparing schools in the same area. The application provides comprehensive information, such as the number of students enrolled in schools each year, class sizes, teaching language, disaster readiness, results of skills assessment, and student and parent satisfaction. Information and data can be viewed in interactive formats, including maps. On top of that, Discover Your School engages parents in policy making and initiatives such as Erase Bullying or British Columbia Education Plan.
- The School Portal, developed under the Moldova Open Data Initiative, uses data made public by the Ministry of Education of Moldova to offer comprehensive information about 1529 educational institutions in the Republic of Moldova. Users of the portal can access information about schools yearly budgets, budget implementation, expenditures, school rating, students’ grades, schools’ infrastructure and communications. The School Portal has a tool which allows visitors to compare schools based on different criteria – infrastructure, students’ performance or annual budgets. The additional value of the portal is the fact that it serves as a platform for private sector entities which sell school supplies to advertise their products. The School Portal also allows parents to virtually interact with the Ministry of Education of Moldova or with a psychologist in case they need additional information or have concerns regarding the education of their children.
- RomaScuola, developed under the umbrella of the Italian Open Data Initiative, allows visitors to obtain valuable information about all schools in the Rome region. Distinguishing it from the two listed above is the ability to compare schools depending on such facets as frequency of teacher absence, internet connectivity, use of IT equipment for teaching, frequency of students’ transfer to other schools and quality of education in accordance with the percentage of issued diplomas.
Open data on schools has great value not only for parents but also for the educational system in general. Each country has its own school market, if education is considered as a product in this market. Perfect information about products is one of the main characteristics of competitive markets. From this perspective, giving parents the opportunity to have access to information about schools characteristics will contribute to the increase in the competitiveness of the schools market. Educational institutions will have incentives to improve their performance in order to attract more students…”
Collaborative approaches to public sector innovation: A scoping study
Paper by K Szkuta, R Pizzicannella, D Osimo in Telecommunications Policy: “In the last 15 years, European countries have invested considerable resources to provide e-government services. Despite of its increasing availability, its level of adoption has not been satisfying. On the other hand, over the last years, coinciding with the web 2.0 trend, the e-government services co-produced by citizens start to appear, often without the support, acknowledgement and even awareness of the government. This trend stems from a well-established tradition of offline co- production of public services, i.e. services provided by the voluntary sector, but brought to an unprecedented scale thanks to the advent of web 2.0. Still, the concept remains not well-defined and its impact is not yet well studied. The paper explores on a limited sets of cases what does it mean to collaboratively deliver online public services; what are the success factors based on the cases under study and what are the incentives for service providers (other than public administration), citizens as users and public administration. The authors propose an ostensive definition of the collaborative delivery of public services: collaborative public services are created and run by government, civil society or by private sector building on the re-use of government data or citizens data. Those services are focused on public goods delivery (e.g. health, education, public transport) and are meant to change the traditional government services by engaging in an open dialogue with public administration about the best way to deliver those services. The analysis of six case studies of innovative collaborative online public services suggests that the online collaborative public service delivery increases its quality with the users׳ growth contrary to the traditional offline service delivery. The study results indicate that the current developers interest lies in delivering complementary services to the government run services rather than substitutive services. The authors propose also the initial list of success factors, enabling conditions, and benefits for all main stakeholders (users, innovators and public administration).”
The Weird, Wild World of Citizen Science Is Already Here
David Lang in Wired: “Up and down the west coast of North America, countless numbers of starfish are dying. The affliction, known as Sea Star Wasting Syndrome, is already being called the biggest die-off of sea stars in recorded history, and we’re still in the dark as to what’s causing it or what it means. It remains an unsolved scientific mystery. The situation is also shaping up as a case study of an unsung scientific opportunity: the rise of citizen science and exploration.
The sea star condition was first noticed by Laura James, a diver and underwater videographer based in Seattle. As they began washing up on the shore near her home with lesions and missing limbs, she became concerned and notified scientists. Similar sightings started cropping up all along the West Coast, with gruesome descriptions of sea stars that were disintegrating in a matter of days, and populations that had been decimated. As scientists race to understand what’s happening, they’ve enlisted the help of amateurs like James, to move faster. Pete Raimondi’s lab at UC Santa Cruz has created the Sea Star Wasting Map, the baseline for monitoring the issue, to capture the diverse set of contributors and collaborators.
The map is one of many new models of citizen-powered science–a blend of amateurs and professionals, looking and learning together–that are beginning to emerge. Just this week, NASA endorsed a group of amateur astronomers to attempt to rescue a vintage U.S. spacecraft. NASA doesn’t have the money to do it, and this passionate group of citizen scientists can handle it.
Unfortunately, the term “citizen science” is terrible. It’s vague enough to be confusing, yet specific enough to seem exclusive. It’s too bad, too, because the idea of citizen science is thrilling. I love the notion that I can participate in the expanding pool of human knowledge and understanding, even though the extent of my formal science education is a high school biology class. To me, it seemed a genuine invitation to be curious. A safe haven for beginners. A license to explore.
Not everyone shares my romantic perspective, though. If you ask a university researcher, they’re likely to explain citizen science as a way for the public to contribute data points to larger, professionally run studies, like participating in the galaxy-spotting website Zooniverse or taking part in the annual Christmas Bird Count with the Audubon Society. It’s a model on the scientific fringes; using broad participation to fill the gaps in necessary data.
There’s power in this diffuse definition, though, as long as new interpretations are welcomed and encouraged. By inviting and inspiring people to ask their own questions, citizen science can become much more than a way of measuring bird populations. From the drone-wielding conservationists in South Africa to the makeshift biolabs in Brooklyn, a widening circle of participants are wearing the amateur badge with honor. And all of these groups–the makers, the scientists, the hobbyists–are converging to create a new model for discovery. In other words, the maker movement and the traditional science world are on a collision course.
To understand the intersection, it helps to know where each of those groups is coming from….”
Global democracy and the democratic minimum: Why a procedural account alone is insufficient
Paper by Klaus Dingwerth in the European Journal of International Relations: “In this critical comment on the global democracy debate, I take stock of contemporary proposals for democratizing global governance. In the first part of the article, I show that, empirically, many international institutions are now evaluated in terms of their democratic credentials. At the same time, the notions of democracy that underpin such evaluations are often very formalistic. They focus on granting access to civil society organizations, making policy-relevant documents available online or establishing global parliamentary assemblies to give citizens a voice in the decision-making of international organizations. In the second part, I challenge this focus on formal procedures and argue that a normatively persuasive conception of global democracy would shift our focus to areas such as health, education and subsistence. Contrary to much contemporary thinking about global democracy, I thus defend the view that the institutions we have are sufficiently democratic. What is needed are not better procedures, but investments that help the weaker members of global society to make effective use of the democracy-relevant institutions that exist in contemporary international politics”
The rise of open data driven businesses in emerging markets
Alla Morrison at the Worldbank blog:
- Many new data companies have emerged around the world in the last few years. Of these companies, the majority use some form of government data.
- There are a large number of data companies in sectors with high social impact and tremendous development opportunities.
- An actionable pipeline of data-driven companies exists in Latin America and in Asia. The most desired type of financing is equity, followed by quasi-equity in the amounts ranging from $100,000 to $5 million, with averages of between $2 and $3 million depending on the region. The total estimated need for financing may exceed $400 million.
“The economic value of open data is no longer a hypothesis
How can one make money with open data which is akin to air – free and open to everyone? Should the World Bank Group be in the catalyzer role for a sector that is just emerging? And if so, what set of interventions would be the most effective? Can promoting open data-driven businesses contribute to the World Bank Group’s twin goals of fighting poverty and boosting shared prosperity?
These questions have been top of the mind since the World Bank Open Finances team convened a group of open data entrepreneurs from across Latin America to share their business models, success stories and challenges at the Open Data Business Models workshop in Uruguay in June 2013. We were in Uruguay to find out whether open data could lead to the creation of sustainable new businesses and jobs. To do so, we tested a couple of hypotheses: open data has economic value, beyond the benefits of increased transparency and accountability; and open data companies with sustainable business models already exist in emerging economies.
Encouraged by our findings in Uruguay we set out to further explore the economic development potential of open data, with a focus on:
- Contribution of open data to countries’ GDP;
- Innovative solutions to tackle social problems in key sectors like agriculture, health, education, transportation, climate change, financial services, especially those benefiting low income populations;
- Economic benefits of governments’ buy-in into the commercial value of open data and resulting release of new datasets, which in turn would lead to increased transparency in public resource management (reductions in misallocations, a more level playing field in procurement) and better service delivery; and
- Creation of data-related private sector jobs, especially suited for the tech savvy young generation.
We proposed a joint IFC/World Bank approach (From open data to development impact – the crucial role of private sector) that envisages providing financing to data-driven companies through a dedicated investment fund, as well as loans and grants to governments to create a favorable enabling environment. The concept was received enthusiastically for the most part by a wide group of peers at the Bank, the IFC, as well as NGOs, foundations, DFIs and private sector investors.
Thanks also in part to a McKinsey report last fall stating that open data could help unlock more than $3 trillion in value every year, the potential value of open data is now better understood. The acquisition of Climate Corporation (whose business model holds enormous potential for agriculture and food security, if governments open up the right data) for close to a billion dollars last November and the findings of the Open Data 500 project led by GovLab of the NYU further substantiated the hypothesis. These days no one asks whether open data has economic value; the focus has shifted to finding ways for companies, both startups and large corporations, and governments to unlock it. The first question though is – is it still too early to plan a significant intervention to spur open data driven economic growth in emerging markets?”
New Research Suggests Collaborative Approaches Produce Better Plans
JPER: “In a previous blog post (see, http://goo.gl/pAjyWE), we discussed how many of the most influential articles in the Journal of Planning Education and Research (and in peer publications, like JAPA) over the last two decades have focused on communicative or collaborative planning. Proponents of these approaches, most notably Judith Innes, Patsy Healey, Larry Susskind, and John Forester, developed the idea that the collaborative and communicative structures that planners use impact the quality, legitimacy, and equity of planning outcomes. In practice, communicative theory has led to participatory initiatives, such as those observed in New Orleans (post-Katrina, http://goo.gl/A5J5wk), Chattanooga (to revitalize its downtown and riverfront, http://goo.gl/zlQfKB), and in many other smaller efforts to foment wider involvement in decision making. Collaboration has also impacted regional governance structures, leading to more consensus based forms of decision making, notably CALFED (SF Bay estuary governance, http://goo.gl/EcXx9Q) and transportation planning with Metropolitan Planning Organizations (MPOs)….
Most studies testing the implementation of collaborative planning have been case studies. Previous work by authors such as Innes and Booher, has provided valuable qualitative data about collaboration in planning, but few studies have attempted to empirically test the hypothesis that consensus building and participatory practices lead to better planning outcomes.
Robert Deyle (Florida State) and Ryan Weidenman (Atkins Global) build on previous case study research by surveying officials in involved in developing long-range transportation plans in 88 U.S. MPOs about the process and outcomes of those plans. The study tests the hypothesis that collaborative processes provide better outcomes and enhanced long-term relationships in situations where “many stakeholders with different needs” have “shared interests in common resources or challenges” and where “no actor can meet his/her interests without the cooperation of many others (Innes and Booher 2010, 7; Innes and Gruber 2005, 1985–2186). Current theory posits that consensus-based collaboration requires 1) the presence of all relevant interests, 2) mutual interdependence for goal achievement, and 3) honest and authentic dialog between participants (Innes and Booher 2010, 35–36, Deyle and Weidenmann, 2014).
Figure 2 Deyle and Weidenman (2014)
By surveying planning authorities, the authors found that most of the conditions (See Figure 2, above) posited in collaborative planning literature had statistically significant impacts on planning outcomes.These included perceptions of plan quality, participant satisfaction with the plan, as well as intangible outcomes that benefit both the participants and their ongoing collaboration efforts. However, having a planning process in which all or most decisions were made by consensus did not improve outcomes. ….
Deyle, Robert E., and Ryan E. Wiedenman. “Collaborative Planning by Metropolitan Planning Organizations A Test of Causal Theory.” Journal of Planning Education and Research (2014): 0739456X14527621.
To access this article FREE until May 31 click the following links: Online, http://goo.gl/GU9inf, PDF, http://goo.gl/jehAf1.”