Analysis of Federal Aid Highway Program Project Distribution and Title VI Populations in Massachusetts MassDOT Office of Transportation Planning July 2014 Executive Summary As a recipient of federal funds, as well as a distributor of funds to sub-recipients such as Metropolitan Planning Organizations (MPOs), the Massachusetts Department of Transportation (MassDOT) complies with Title VI of the Civil Rights Act of 1964 (Title VI) in all of its work. Title VI prohibits discrimination based upon race, color, and national origin. Additional federal nondiscrimination laws considered by the Federal Highway Administration (FHWA) and MassDOT also prohibit discrimination on the basis of age, sex, and disability status. Within this report, Title VI minority populations are defined as all non-white races, including all persons of Hispanic origin (regardless of race). They are geographically identified by U.S. Census block groups where the percentage of Title VI minority population is above the statewide average of 23.87% (in 2010). In conducting further analysis based on Phase I, which was submitted to FHWA in September of 2013, this Phase II analysis seeks to resolve the question put forth by FHWA in response to Phase I and thereby evaluate the factors that may influence the distribution of Transportation Improvement Program (TIP) highway projects in the Commonwealth. Using GIS maps, statistical analysis, and qualitative methods as tools to identify any disparate impact as a result of the 25% municipal design requirement stipulated by MassDOT, this Phase II analysis demonstrates that highway projects and funds have been distributed equitably in minority and non-minority communities across the Commonwealth. Based on the hypothesis from FHWA that suggested the municipal design requirement posed a potential burden on municipalities with Title VI populations and affected their participation for federal highway funding, the first step in this Phase II analysis was to look for any correlations between these two factors. Since the presence of a minority population in itself might not tell us enough about why some communities were receiving more or less than others, a more nuanced approach also examined related factors that might contribute to the number and costs of projects on the TIP. Other data that was analyzed included the percentage of Limited English proficiency (LEP), income, and Chapter 90 apportionment. The goal of Phase II was to look for patterns and correlations, as well as to understand any outliers for unique situations, in an effort to understand if, and why, there might be any communities experiencing an inequitable distribution of highway funds. Neither the statistical nor mapping analysis of project data indicates negative correlations between municipalities with minority populations and project funds distributed throughout the Commonwealth. This leads to the conclusion that there has been an equitable distribution of funds for highway projects during the look back period and no apparent disparities for Title VI populations. The municipal design requirement, household income, and limited English proficiency appeared not to play a role, either. The strongest correlation seen was for the distribution of Chapter 90 funds related to project expenditures – as funds increased, so did the project expenditures and number of projects in a municipality. MassDOT’s Office of Transportation Planning (OTP) will continue to improve upon methodologies for public outreach and participation by the MPOs. Each MPO has been asked to include a task in their Unified Program Work Plan (UPWP) to conduct a benefit and burdens analysis on an annual basis. By continually looking at which communities receive the most projects over time, OTP can analyze the MassDOT Planning Page 1 of 46 7/17/14 factors that influence the distribution of projects and apply best practices from those communities that are successful in implementing projects in order to help inform how to increase project benefits across all communities. Future analysis will likely include an assessment of how transportation needs of minority communities, which tend to be more urban, may benefit from public transit services. OTP will continue to focus on engaging the public in an inclusive planning process and improve outreach to minority and LEP populations so that the input and feedback we receive is from as diverse a population as possible. By working with the RPA staffs, OTP will also conduct a survey to critically examine why some municipalities are not participating in the MPO process, as well as how municipalities spend their Chapter 90 funds. Along with the RPAs, we will then work with the communities to educate them on the benefits of MPO participation, as well as on the resources available to them. MassDOT’s Office of Transportation Planning will work with the MPOs to conduct ongoing analyses such as this one, at least once every 3 years, to monitor progress in mitigating any disparate impacts in project distribution across the Commonwealth. Introduction As a recipient of federal funds, as well as a distributor of funds to sub-recipients such as Metropolitan Planning Organizations (MPOs), the Massachusetts Department of Transportation (MassDOT) complies with Title VI of the Civil Rights Act of 1964 (Title VI) in all of its work. Title VI prohibits discrimination based upon race, color, and national origin. Specifically, 42 USC 2000 states that “No person in the United States shall, on the ground of race, color, or national origin, be excluded from participation in, be denied the benefits of, or be subjected to discrimination under any program or activity receiving Federal financial assistance.” Additional federal nondiscrimination laws, considered by the Federal Highway Administration (FHWA) and MassDOT as an integral part of recipient Title VI compliance, prohibit discrimination on the basis of age, sex, and disability. Within this report, Title VI communities are defined as municipalities and/or U.S. Census block groups with greater than 23.87% minority population (above the statewide average). Further expansion and detail of outlined minority areas within the maps are included in the methodology section and in the Appendix. On September 30, 2013, MassDOT submitted to FHWA a collection of maps depicting the distribution of municipally proposed Federal-aid Highway Program funded transportation projects for the previous five years (the “Phase I” submittal). These maps were produced as part of MassDOT’s response to the August 7, 2012 findings of FHWA’s Title VI compliance review of the agency. The finding at issue stated: “MassDOT requires LPAs [local public agencies] to cover costs incurred as a project is developed to 25% Design. As the exclusive use of this measure may exclude Title VI/Nondiscrimination populations from participation in Federally-funded programs/projects, MassDOT should conduct an analysis and, where necessary, explore measures that may offset or mitigate the ability for the Title VI/Nondiscrimination populations to participate in the Federal-aid Highway Program, apart from any State program”. MassDOT Planning Page 2 of 46 7/17/14 Following the Phase I submittal, MassDOT committed to further analysis of project distribution characteristics across Title VI populations, the results of which are presented here. The methodology described below (and in the Appendix) has been made part of ongoing annual assessments on the equitable distribution of state and federal highway funds. This “Phase II” analysis consists of a quantitative and qualitative assessment of trends and patterns of fund distribution throughout the municipalities of the Commonwealth. This report uses U.S. Census, American Community Survey, Highway Division and MassDOT data to investigate various contributing factors which have the potential to influence fund distribution and impact the participation in this program by Title VI communities. Our Phase II analysis seeks to better understand the distribution of Transportation Improvement Program (TIP) highway projects in the Commonwealth, using both GIS maps and statistical analysis as tools to help determine whether projects and funds have been distributed equitably. We also tested several relationships for correlation in an attempt to quantify and visualize which factors played a role in the number of projects and funds received by each municipality. Yet, since the presence of a minority population in itself might not tell us enough about why some communities were receiving more or less than others, we took a more nuanced approach and also looked at related factors that might contribute to the number and costs of projects on the TIP. Other data that we analyzed included the percentage of Limited English proficiency (LEP), income, and Chapter 90 apportionment. This report will focus on minority groups after Phase I identified that municipalities did not have significant concentrations of varying ages, gender and disability groups. Our goal was to look for patterns and correlations, as well as to understand any outliers for unique situations, in an effort to understand if, and why, there might be any communities experiencing an inability to meet the 25% design requirement. Methodology This report will primarily use statistical analysis to help describe the content of supporting maps and trends of Title VI characteristics in municipalities within Massachusetts. A statistical correlation analysis was deemed appropriate to assess inequities in fund distribution, as it helps to show relationships between two factors which may influence the ability of minority or non-minority areas in funding the 25% design costs. For example, if there was a strong relationship between Chapter 90 funds and nonminority areas, this would clearly show a bias towards these areas, indicating an equity issue. Yet, no relationship would indicate the opposite, suggesting an equitable distribution of funds supporting minority groups in potentially raising the money to fund design. The majority of the data collection for the map and statistical analysis was taken from U.S. Census data and the American Community Survey (ACS). Data for income and Chapter 90 funds was originally arranged in census blocks but subsequently changed and averaged by municipality to allow comparative analysis throughout Massachusetts with the other data variables done by municipality. Further discussion of methodologies is contained in the Appendix. MassDOT Planning Page 3 of 46 7/17/14 Results and Discussion Municipal Design Requirement Of the municipalities that had projects only reaching the Approved stage (meaning they received approval from the MassDOT Project Review Committee – PRC), but not progressing into design, 22 out of 130 were in minority communities. This does not seem to be an issue in of itself because it is only a small percentage of the projects that were approved, and this status applies to both minority and nonminority areas. The method of looking at project status provides little insight into the question of barriers to participation since projects going to PRC have already passed the hurdle of a municipality beginning project design and assumes that additional design funds have been or will be allocated as the design continues to develop. Consequently, a more useful analysis would be to examine which communities, over time, do not have any advertised or constructed projects, which is covered in a later section of this report. As an overarching conclusion, our research found there is no inherent causal link between there being a statistically significant percentage of protected groups present in a community and whether that municipality has the funding and staffing resources to bring projects to 25% design. Those are two very different issues that are not necessarily linked. Furthermore, even if there happened to be a correlation in Massachusetts, which there is not, that would not mean there was causation. Most of the municipalities in the Commonwealth that did not advance municipally designed projects are rural and do not have high minority populations. There are many factors that affected why some municipalities did not have any federally funded projects during the look back period. When we spoke with RPA transportation program managers, anecdotal information offered insight about why some municipalities in their region received funds for highway projects while others did not. Most of the communities that did not fare well were small and rural, and a common challenge identified for them was often design follow through after project initiation. Several factors may influence the ability of rural municipalities to advance projects, such as: • Municipal Staffing Resources o Towns might have a Public Works director busy maintaining local roads, a changeover in public works staff, no planning staff, and/or are not be equipped to find a designer and manage the project through design. o A lack of staffing resources can also make it difficult for a municipality to have the time to attend MPO meetings. o Sometimes a municipality was active in the MPO process but then a staffing change or appointment led to a decrease in participation. • Some municipalities had a tendency to be involved in the process when they wanted to get a project on the TIP, and then would stop coming to meetings after that funding was secured. • Anecdotally, there does not seem to be a correlation between the size of the municipality and their level of participation at the MPO level. • Another issue for small towns is that they often spend all of their Chapter 90 funds on local roads and do not have the capacity to save funds for larger future projects. MassDOT Planning Page 4 of 46 7/17/14 • Many municipalities also expressed concern regarding how long the TIP process was and that their needs were more immediate; and therefore, they would prefer to locally fund their projects to get them constructed sooner. • Another important factor is that many of the smallest towns in the Commonwealth do not have very many road miles of federal-aid eligible roads, which may or may not show a link with receiving a proportional amount of state and federal funding. An analysis of this might be worthwhile in the future, however when we looked at total road miles in terms of project expenditure per capita per mile (Figure 15), we did not see a correlation for smaller communities or minority communities. It should be noted that MPOs across the Commonwealth do offer technical assistance and conduct planning studies for their municipalities that need aid due to a lack of local resources. Therefore, better outreach about these resources will also be a focus for MassDOT as an immediate step to improve participation by rural communities. It should also be noted that Massachusetts is one of only a handful of states that provide funding to municipalities for local projects. This local assistance is provided through the Chapter 90 program, which is based on legislated, long-standing formula of roadway mileage, population, and employment. Chapter 90 funds may be used for roadway projects, such as resurfacing and related work and other work incidental to roadways such as preliminary engineering, including State Aid/Consultant Design Agreements, right-of-way acquisition, shoulders, side road approaches, landscaping and tree planting, roadside drainage, structures (including bridges), sidewalks, traffic control and service facilities, street lighting (excluding operating costs), and for such other purposes as MassDOT may specifically authorize. Further analysis of the allocation and utilization of Chapter 90 can be reviewed in the Appendix. In an effort to further understanding of the reasons behind municipalities’ participation in the MPO process, OTP has developed a survey that will be provided to the RPAs for refinement and distribution within their regions after working with MPO staff to determine the optimal distribution list, including but not limited to Chief Elected Officials, Department of Public Works Directors, and City/Town Planners. A draft survey is available in the Appendix and will be made available to FHWA for review prior to dissemination. The results of this survey will help to identify and address gaps in participation in an effort to bring more communities into the process, hopefully increasing their share of RPA assistance and improving access to state and federal funding. Conclusion Neither the statistical nor mapping analysis done through this review of project data indicated patterns between municipalities with minority populations and the distribution of project funds throughout the Commonwealth. This assessment leads to the conclusion that there has been an equitable distribution of funds for highway projects during the look back period and that there are no substantive disparities for Title VI populations. This analysis has identified and reviewed other potential contributing factors as well. Higher minority areas were all within the same threshold for project expenditures as other municipalities with lower minority concentrations for each factor that was considered. MassDOT Planning Page 5 of 46 7/17/14 In some instances, municipalities appeared as outliers in terms of per capita distribution but this correlation is complicated by most of them being urban areas with denser populations, and as such was considered within the bar chart analysis showing no inequity. Therefore, the municipal design requirement, household income, and limited English proficiency do not appear to play a role in the distribution of project funds. The strongest link that we saw was for the distribution of Chapter 90 funds related to project expenditures – as funds increased, so did the project expenditures and number of projects in a municipality. This Phase II analysis has fostered additional equity questions, into which MassDOT will continue to examine in an effort to constantly improve our public outreach and participation. By looking at which communities received the most projects, OTP can consider why that was, and apply best practices from those communities to help inform how we might increase projects to benefit minority communities (even though no disparity was evident). OTP will continue to focus on engaging the public in an inclusive planning process, and reach out to minority and LEP populations so that the input and feedback we receive is from as diverse a population as possible. OTP will also work with the RPA staffs to critically examine why some municipalities are not participating in the MPO process and work with the localities to educate them on the benefits of doing so, as well as the resources available to them. OTP anticipates conducting a similar analysis as this one every 3 years in collaboration with the MPOs as an update to make sure that project expenditures across the Commonwealth continue to not show disparities in distribution. MassDOT Planning Page 6 of 46 7/17/14 Appendix A - Analysis Project Costs Map 4 illustrates that high per capita spending tends to be associated with rural communities, shown by the predominance of dark green colored towns (the highest 20%) in the western part of the state. Municipalities receiving the highest per capita spending are towns with a population of less than 1,400 (18 out of the top 20 municipalities for per capita funding). Exceptions to this include Groveland (1 project), and Deerfield (10 projects) which had far greater project expenditure on a scale of 2 magnitudes greater than the highest per capita expenditures of similar, smaller populated municipalities (Table 4). High spending in non-rural areas include Quincy and Weymouth but there is no obvious pattern related to minorities since Quincy has a high proportion of minorities (34%) and Weymouth does not (12%). There appears to be an issue with urban communities receiving less per capita project expenditures than rural areas, and this is complicated by the fact that urban communities are also the ones with the highest percentage of minorities. The low per capita expenditures could therefore possibly be explained by the density of people compared to the miles of roadways, rather than a higher presence of minorities. A further analysis was therefore taken to account for the project expenditure per capita with the number of roadway miles. As Figure 10 shows, per capita expenditure per roadway mile and municipal minority percentage have no significant correlation, confirming that comparatively smaller municipal road mileage does not create a disparate impact on minority communities. In conclusion, this analysis shows those areas which have more expensive projects (but a smaller number of them), and those which have a greater number of projects but at moderate costs – have the highest per capita project costs. It seems per capita project costs are highest in municipalities with the lowest populations. To remove the bias of population, the bar chart compares minority and nonminority municipalities for similar population sizes, showing that per capita expenditure does not vary significantly – only when a large expensive project is undertaken, the per capita cost generally increases. Project Costs in Minority Municipalities and All Massachusetts Municipalities Looking at Maps 4 and 5 and the data in Table 1, there appears to be a correlation between the municipalities with the highest percentage of minorities and those that receive low amounts of per capita project expenditure. Per capita spending is lowest in the municipalities with highest percentage of minorities, and the highest per capita spending occurs in the municipalities with the lowest percentage of minorities (<7%). Lawrence, Chelsea, Randolph and Springfield stand out as high minority areas that received relatively less funding per capita. These municipalities have more than 60% minority populations and received less than 50% of the median project expenditure (per capita). It is important to note, however, that many of the other municipalities receiving low per capita project expenditures have lower minority populations. So although being a high minority area might correlate with lower per capita project expenditures, there are other factors at play that affect any community. For example, of the 16 municipalities that had no projects during the look back period (Table 9), only MassDOT Planning Page 7 of 46 7/17/14 one of those is considered a minority community. There appears to be no pattern to this lack of projects solely with regard to the percentage of minorities in each municipality, but instead likely related to total population. Many of these towns have low populations (other than Groton, less than 7,500), and perhaps little regional representation to vie for state and federal funding. Of the 32 minority communities in the state (those above the statewide minority average), only 4 exceeded the median per capita expenditure: Quincy, Marlborough, Fitchburg and Southbridge. From a statistical perspective, Figure 1 shows that the percentage of minorities within a municipality does not correlate well with per capita expenditure. This suggests that the cost of a project per person is not concentrated in or separate from high minority areas. However, the graph indicates that higher minority areas tend to have lower per capita expenditure. This is more likely due to the high population densities in these urban areas of Lawrence, Springfield, Chelsea, Randolph and Brockton. Consequently, project expenditure is being divided amongst larger population sizes, resulting in lower per capita figures. To account for the population bias, Chart 2 shows that (for a population size of 50,000 – 617,594) the spread of per capita expenditures is even between minority and non-minority areas, suggesting these significantly higher minority municipalities are unlikely to have found the provision of 25% design costs as a barrier due to the similar per capita expenditure values. There are a few anomalies due to expensive projects in Quincy ($113,153,083), Haverhill ($43,470,193), Taunton (22,912,818) and Weymouth ($74,652,004) all of which were in the top 10 most expensive project expenditures. To reinforce this point, Chart 4 shows there seems to be no indication within the 30,000 – 50,000 population group that there is an inequitable distribution of project expenditure with both minority and non-minority groups showing similar patterns in per capita expenditure. Figure 2 shows the majority of municipalities including those higher percentage minority areas have similar project expenditures to lower percentage minority areas, all below or around $20,000,000. Outliers such as Quincy (27) and Weymouth (10) are due to a greater number of projects amounting to greater project expenditure. In conclusion, the spread of per capita expenditure was relatively even throughout Massachusetts, including within the various population categories for both minority and non-minority communities. The even spread suggests that the municipal design requirement is not causing a barrier for minority municipalities. Project Costs and Limited English Populations Looking at Map 7, there does not seem to be a strong correlation between municipalities that receive the lowest amount of funds and those that have the highest percentage of people with limited English proficiency. There are many municipalities with both high LEP and high project expenditures, so this suggests an equitable distribution (Table 5). Both Figures 5 and 6 show no relationship between lower levels of LEP in relation to the number of projects or project expenditure per capita. This leads us to believe that there is an equitable distribution amongst groups where English may not be the first language for much of the population. In conclusion, LEP does not seem to have significant influence on the accessibility of municipalities to access project funding or contribute to an inequitable distribution of funds. MassDOT Planning Page 8 of 46 7/17/14 Chapter 90 Funds The Chapter 90 program is a reimbursable program by which municipalities in the Commonwealth are entitled to spend funds for capital improvements on highway construction, preservation and improvement projects. Looking at the distribution of Chapter 90 funds is useful because the formula for determining the amount allocated to each municipality factors in road miles (weighted 58.33%), population (20.83%), and employment (20.83%). Ideally, it is an objective distribution of funds that cannot take into account minority populations and therefore can be used to tell us how projects might be distributed regardless of demographics. Given this, we would not expect to see a correlation between Chapter 90 funds and minority populations. It is slightly complicated, however, by the fact that urban areas which would get a high amount of Chapter 90 funds would also be high minority areas (Table 6). As Table 6 shows, two of the top four highest minority municipalities were in the Top 10 for highest amount of Chapter 90 funds, which in some cases were used to help offset project design costs. A few examples of this alignment are Lawrence, Chelsea and Springfield. Of the 32 minority municipalities (those above state average of 23.87%), 22 of them are in the highest 20% for Chapter 90 fund distribution amongst all towns. Looking at Chapter 90 funds distribution can also help us understand why some towns receive fewer projects due possibly to the fact that they have fewer roads. The more roads a municipality has, the more opportunities there are for roadway projects. Figure 8 shows there is a somewhat moderate correlation between minority groups and Chapter 90 funds, suggesting to some extent the availability of more funds in minority areas. However, the threshold line indicates the available Chapter 90 funds are spread evenly across the various municipalities in Massachusetts including those higher percentage minority areas. Also, as mentioned earlier, Chapter 90 funds are higher in urban areas and urban areas tend to have higher minority populations. Chart 3 indicates that Chapter 90 funds appear well distributed amongst the various municipalities in the 50,000 – 617,594 population category. The only municipality where it varies is Boston; however, as the biggest city in Massachusetts, this would be expected due to the scale of infrastructure required. There is no distinct pattern of a decline or increase in minority areas, which suggests that a lack of funds available for the 25% design costs were not linked as a barrier in high minority areas. When speaking with RPA staff we learned that smaller towns with long term vision are sometimes able to save up Chapter 90 funds for the 25% design requirement, therefore warranting the inclusion and conclusion here that the Chapter 90 funds can help certain municipalities (including high minority areas) with raising the funds to meet the 25% design costs. For the population category 30,000 – 50,000 it seems minority municipalities may receive slightly less Chapter 90 funds, however only by a small margin. Accounting for the equal distribution of projects in this population category, the marginal reduction in Chapter 90 funds does not seem to prevent projects from passing the design stage (Chart 6). In conclusion, the analysis of the Chapter 90 program shows an equitable spread of funds, as evidenced by a lack of significant correlation between minority groups and Chapter 90 funds. MassDOT Planning Page 9 of 46 7/17/14 Number of Projects in Title VI Areas Map 10 & 11 depicts the number of projects rather than the project expenditures. This comparison is helpful since some municipalities rank higher for number of projects than they do for project expenditures, and vice versa. The map shows that Cambridge and Boston are the only two municipalities with more than 50 projects during the look back period (Table 8). Paired with Map 11, Number of Projects in Title VI Areas, it appears visually that municipalities with a large orange area (minority populations above the state average) receive a high number of projects. For example, the communities with predominant orange areas all have between 11-50 projects (Lynn, Lawrence, Lowell, Fitchburg, Worcester, Springfield, Holyoke, Chelsea, Everett, Quincy, Randolph, Brockton, New Bedford, Barnstable). The map demonstrates that there does not seem to be a problem in terms of more projects being located in non-minority areas. This conclusion is supported by Figure 3, which shows a low correlation between minority areas and number of projects. All of the high minority areas are within the same threshold as lower minority areas, with Worcester and Springfield having over 40 projects irrespective of their higher minority populations. In terms of number of projects, Figure 3 shows that there is an even spread of projects irrespective of minority percentages. The majority of municipalities in Massachusetts are below 40 projects, with only Boston, Cambridge, Worcester and Springfield (63.25% minority) above 40 projects. Figure 9 shows a lack of significant correlation between the number of projects and mean household income, suggesting the even distribution of projects irrespective of income. Chart 1 clearly shows that minority areas have an equal amount of projects compared to non-minority areas, and in some municipalities such as Boston, Worcester, Cambridge and Springfield, the number of projects is greater than in non-minority areas of a similar population size. The dotted line across the graph indicates the mean number of projects in this population size (26.48), of which 8 minority municipalities exceed, compared to only 2 non-minority municipalities. Similar to the 50,000 to 617,594 population category, there seems to be an equal distribution of projects within the 30,000 – 50,000 population minority and non-minority municipalities, suggesting the 25% design costs was not a barrier within minority and non-minority populations (Chart 5). In conclusion, Boston, Cambridge, Worcester and Springfield show the greatest number of projects, which aligns with Chapter 90 fund allocations where the same four municipalities also rank first to fourth respectively. Springfield is also classified as a Title VI community, which suggests that Chapter 90 funds may have a role in allowing high minority municipalities to access federal funds. Statistical Analysis The various correlation analyses were performed using data variables such as population, minorities, number of projects, project expenditure, per capita project expenditure, and Chapter 90 funding levels (see appendix for full list of variables). The chosen variables were correlated against one another to produce R2 values, indicating whether the relationship was statistically significant or not. An R2 value MassDOT Planning Page 10 of 46 7/17/14 indicates how well data points fit a statistical model, in this case the regression line. This can help in showing disparate impacts, where a significant correlation between two of the variables would suggest in some cases that there an inequitable distribution of funds and potentially disparate impacts. A linear regression was applied to the correlation to test the significance of the relationships. Bar charts were also used to investigate minority versus non-minority areas with similar population sizes. The bar charts were used to help address the limitation of using solely a per capita approach for comparison over the Commonwealth. Using similar population categories in comparing minority and non-minority areas can make it easier to compare without the per capita bias. The population categories chosen were 30,000 – 50,000 and 50,000 - 617,594 due to most of the minority communities existing in these size populations. Another reason for these categories was that among municipalities with population sizes below 30,000, only three were minority municipalities, making comparison with nonminority areas difficult. The chart values go from left to right in order of highest to lower minority percentages by municipality. Table 1 displays the complete dataset with all the working variables included within this report. The various columns are outlined within the table, although for ease of display, some background calculations are not included. For example, the combined minority spending index is calculated through Title VI minority rank (numerical value from highest to lowest percentage of minorities) plus spending ranks (the amount of funds available for a municipality to start a project). Per capita variables are calculated through population divided by project expenditure. Due to U.S. Census data limitations, it should be noted that there are a few missing data points; and this highlights the opportunity to continue this type of analysis as more data becomes available. Municipal Design Requirement (Maps 1 and 2) The maps from the Phase I analysis (Maps 1 and 2) illustrate the locations of highway projects that were municipally-designed and those that were MassDOT-designed. The intent was to understand whether project design costs incurred by municipalities imposed a disproportionate burden on localities with significant Title VI populations, and thereby acted as a barrier to participation in the federal aid highway program. Table 2 shows the projects analyzed by how far along in the process they were. For example, an Approved status means that the project went to the Project Review Committee (PRC), but had not progressed beyond this stage (as of September 2013). Other status categories include 25% Design, 50%, 100%, and Final Design. For the purposes of this analysis, we looked at the difference between Approved projects and those that had progressed to any level of design since that would mean that the municipality had hired a designer and funded the project to at least 25%. Minority Municipalities (Map 3) To calculate the percentage of minorities in a municipality, we used 2010 U.S. Census data. The minority definition used was all non-white races, including Hispanic origin of any race, equaling a statewide average of 23.87%. Any municipality with a minority population exceeding the statewide average is regarded as having a “meaningfully greater” Title VI-defined minority population, for purposes of this report, due to the smaller number of minority communities compared to non-minority communities. MassDOT Planning Page 11 of 46 7/17/14 Defining minority municipalities in this way ensures this report focuses on all areas where inequality of funds may affect a statically significant minority population. For the Minority Municipalities map, minority population is shown as it relates to the state average of 23.87%. For example, the gray areas indicate below 49% of the state average, white shading is 50-99% of the state average, and so on, for five categories, with dark orange representing the municipalities with the highest minority proportions of their total population. For this report, it was deemed appropriate to use 23.87% as a threshold due to a limited number of municipalities which are above this mean. Map 3 and Table 1 include the base data regarding minority populations, against which we are testing factors that might play a role in determining where projects are funded across the Commonwealth. The top ten minority communities in order from highest percentage are Lawrence (79.53%), Chelsea (74.75), Springfield (63.25), Randolph (60.91), Brockton (57.07), Holyoke (53.23), Boston (52.99), Lynn (52.43), Malden (47.5) and Lowell (47.16) (Table 3). There are 32 municipalities (351 total in MA) with minority populations exceeding the state average of 23.87%, and it is these that have been assessed for equitable distribution of state and federal funds for highway projects. In conclusion, the analysis for minority municipalities shows that the high minority populations mainly reside in urban areas particularly municipalities such as Lawrence, Chelsea, Springfield, Randolph and Brockton. With these five municipalities having large populations as well as high minority densities, they will be the focus of closer analysis later in the report investigating further into inequity concerns. Project cost (Map 4) The Project Expenditure map was created by first adding up the costs for projects within each municipality, including a half mile buffer for urban areas and a one mile buffer for rural areas. Those values were then used to calculate project spending per capita in each municipality for better comparison purposes, and mapped in five equal categories (lowest 20%, etc.) A hatched area indicates no projects were programmed in that municipality during the look back period, while dark green means that that municipality was in the highest 20% category for project expenditures per capita. The project expenditure data was obtained from MassDOT’s Highway Division. Project cost and Minority Municipalities (Map 5) The minority municipalities were used as an outline to display the project expenditure within each of the minority municipalities. As the map shows, the categories were split into three percentage groups for project expenditure, ranging from less than 50% of the median among all Massachusetts municipalities, to greater than 100% of the median. Three categories were also used for percentage minorities above the state average of 23.87%, ranging from 24 – 35%, 36 – 60% and greater than 60%. The darker red shades show areas where there is a higher minority area and less than 50% of the median project expenditure among all Massachusetts municipalities. The figures for minority municipalities were obtained and calculated from the U.S. Census data for 2010. MassDOT Planning Page 12 of 46 7/17/14 Project cost in All Massachusetts Municipalities (Map 6) For the map of Project expenditures in all Massachusetts municipalities, the minority percentage were broken down into three categories of less than 11% (or below 49% of state average), 11-24% (or 50-99% of the state average) and finally greater than 23.87% (above the state average). This scale means that the darkest colors on the map indicate the highest percentage of minority population. Project expenditure per capita is mapped against minorities in a spectrum, broken down into three categories around the municipal median which is $234 per person (<50% median. 50-100% median, and >100% median). The lightest blue shade indicates fewest minorities and most expenditure, while the darkest red represents the least project expenditure per capita and the highest percentage of minorities. Project cost and Limited English Populations (LEP) (Map 7) The map Project Expenditure and LEP was created through the combination of the project expenditure map outlined above with LEP data from the U.S. Census 2010. The combination of these two variables led to the same three categories for project expenditure outlined above, but for the LEP population includes the range of no LEP population, less than 29%, to more than 29%. The 29% threshold was chosen due to this being the state average of persons with limited English proficiency. The same color scheme was used with dark red indicating high percentage LEP areas and less than 50% median of project expenditure per capita. LEP was defined within the scope of this report through the US Census Bureau classifying language proficiency based on decennial survey respondent’s self-perceived ability to speak English very well, well, not well, or not at all. In the first round of mapping, census blocks in which a percentage of households with no persons over 14 speaking English only or very well were identified as Limited English Proficiency areas and population living in those areas were described as LEP populations. Fiscal Year 2015 Chapter 90 Apportionment Chapter 90 (Map 8) The map for the Chapter 90 Fund Distribution was created by using data from the FY2015 Chapter 90 distribution table. Each municipality was then categorized into five equal ranges from less than $202,000 (lowest 20%); $202,001 - $312,000; $312,001 - $486,000 (middle 20%); $486,001 - $757,000; and finally greater than $757,000 (highest 20%). The darker blue municipalities show areas where a greater amount of Chapter 90 funds were received, relative to the palest green areas which represent municipalities receiving the lowest 20% of funds. Number of Projects (Map 10) This map shows the number of projects constructed in each municipality, regardless of project cost, so that we could control for dollars spent in each municipality and only analyze how many projects from each municipality were financed. Five categories were used to delineate the range. They were broken down into no projects, 1 project, 2 – 10 projects, 11 – 50 projects, and greater than 50 projects. The data used for the number of projects is derived from project Locations and project expenditure data. There were 16 municipalities with no projects and 2 municipalities with more than 50 projects. MassDOT Planning Page 13 of 46 7/17/14 Number of Projects in Title VI areas (Map 11) The map for number of projects in Title VI areas was created using a map overlay of Title VI and low income areas, with the number of projects within each municipality indicated on top by symbols. The categories for the Title VI areas were yellow for low income, orange for minority and red to indicate the overlap of low income and minority categories. The data used for Title VI areas was from the U.S. Census 2010. For the number of projects, the same categories were used as Map 8 above but, to assist in visualizing patterns it uses small circles (no projects), circles (1 project), triangles (2 – 10 projects), squares (11 – 50 projects) and hexagons (greater than 50 projects). Other Issues and Observations Future analysis of rural participation could look at the percentage of federal eligible roads versus the project expenditure to see if those municipalities which have less federal eligible roads receive more or less funds compared to those who have greater federal eligible road miles. The current analysis satisfactorily describes the current question regarding disparate impacts to minority populations and therefore this additional consideration of rural municipalities suggests an area for ongoing analysis. This examination of equitable distribution of projects among rural and urban areas is the subject of discussion and deliberation by the recently formed Project Selection Advisory Council (PSA Council) which will report to the Massachusetts Legislature by December 31, 2014 to recommend uniform project evaluation criteria and a prioritization formula that address issues of regional equity in addition to concerns such as Safety, Sustainability and Mobility/Access for all residents of the Commonwealth. It is recommended that any further analysis of rural vs. urban project distribution be conducted following the review and/or implementation of the recommendations by the PSA Council, as the recommendations may address some of the challenges identified in this analysis that rural communities must overcome. To investigate further, this report looked at the TIP (2014 – 2017) and interviewed RPA staff to see whether there were any barriers as to why they had no projects either planned or in design. Table 9 shows that there were 16 municipalities which did not have any projects in the look back period, including only one minority community (Aquinnah). To investigate whether this was just an isolated occurrence for the look back period or potentially a continuous trend, this report looked at the 2014 2017 TIP to see whether there were any planned projects in the future and whether they had or did not have funding. Of the 16 municipalities, only 4 municipalities have planned projects but no funding, and 2 municipalities have planned projects with funding. With the majority of the municipalities not having any projects either in the look back period and the latest TIP, this may suggest there is an issue with funding for the 25% design costs, but no apparent correlation between this financial challenge and municipalities with statistically significant minority populations. Potential explanations as to why some of these municipalities have no planned or proposed projects for funding can be found in the previously discussed section regarding the municipal design requirement and our qualitative assessment with RPA transportation program managers. MassDOT Planning Page 14 of 46 7/17/14 Appendix B - Figures Figure 1: Percentage Minority vs. Per Capita Expenditure ($) for All Massachusetts Municipalities. Figure 2: Percentage Minority vs. Project Expenditure ($) for All Massachusetts Municipalities. MassDOT Planning Page 15 of 46 7/17/14 Figure 3: Percentage Minority Population vs. Number of Projects for All Massachusetts Municipalities. Figure 4: Income vs. per capita expenditure for All Massachusetts Municipalities. In terms of how income may affect per capita project expenditure, Figure 4 shows there is no statistical relationship, indicating that the mean household income within a municipality does not affect the amount of project investment. This lack of relationship is interesting as the size of a population, for example in Boston and Cambridge, would be a large factor for investment; however, this figure again illustrates the relatively equitable distribution of funds to all municipalities in regards to income bias. MassDOT Planning Page 16 of 46 7/17/14 Figure 5: Per Capita Project Expenditure vs. Percent Limited English Proficiency (LEP) for All Massachusetts Municipalities. Figure 6: Percent LEP vs. Number of Projects for All Massachusetts Municipalities. MassDOT Planning Page 17 of 46 7/17/14 Figure 7: Chapter 90 Fund Apportionments vs. Number of Projects for All Massachusetts Municipalities. Figure 7 shows an expected strong relationship between the availability of funds and the amount of projects within each municipality in Massachusetts. This is because if a municipality receives a high amount of Chapter 90 funds, they are able to advance more projects through the design phase and have them ready to be eligible for state and federal funding on the TIP. Figure 8: Chapter 90 Fund Apportionments vs. Percent Minority for All Massachusetts Municipalities. MassDOT Planning Page 18 of 46 7/17/14 Figure 9: Income vs. Number of Projects for All Massachusetts Municipalities. Note: Mean household income chosen due to U.S. Census data availability at the municipal level. Per Capita expenditure per Roadway Miles ($) Figure 10: Title VI Minority Percentage by Municipality vs. Per Capita Expenditure Per Roadway Mile $700 $600 $500 $400 $300 $200 $100 $0.00% R² = 0.0249 10.00% 20.00% 30.00% 40.00% 50.00% 60.00% 70.00% 80.00% 90.00% % Title VI Minority In Figure 10, the per capita expenditure per roadway mile data plotted against municipal minority percentage shows no significant correlation between the two variables, suggesting that the distribution of funds depending upon both population and roadway miles does not have any bias towards either minority or non-minority municipalities. Several outliers showing higher per capita expenditures per mile for low minority municipalities (the “spike” in the left side of the graph) is due to their very small population sizes. Overall, the graph shows the relatively equal distribution of funds, irrespective of minority percentage and per capita expenditure based on roadway mileage. MassDOT Planning Page 19 of 46 7/17/14 Appendix C – Charts and Master Data Table Chart 1: Number of Projects for the Largest Municipalities in Massachusetts (50,000+ Population) 140 Minority Number of Projects 120 Non-Minority 100 Mean 80 60 40 20 Plymouth Weymouth Peabody Taunton Fall River Newton Haverhill Chicopee Medford Brookline Somerville Waltham New Bedford Quincy Framingham Revere Cambridge Worcester Lowell Malden Lynn Boston Brockton Springfield Lawrence 0 Municipality This Chart shows the number of projects in both Minority and Non-Minority populations with a population size between 50,000 – 617,594. On the municipality axis from left to right reflects the decline in percentage minority until the mean minority threshold of 23.87% is reached. Chart 2: Per Capita Expenditures for the Largest Municipalities in Massachusetts (50,000+ Population) Per Capita expenditure ($) 1600 Minority 1400 1200 Non-Minority 1000 Mean 800 600 400 200 Plymouth Weymouth Peabody Taunton Fall River Newton Haverhill Chicopee Medford Brookline Somerville Waltham New Bedford Quincy Framingham Revere Cambridge Worcester Lowell Malden Lynn Boston Brockton Springfield Lawrence 0 Municipality MassDOT Planning Page 20 of 46 7/17/14 Chart 3: Total Chapter 90 Expenditures for Massachusetts Municipalities (50,000+ Population) 16000000 Chapter 90 Funds ($) 14000000 Minority 12000000 Non-Minority 10000000 Mean 8000000 6000000 4000000 2000000 Plymouth Weymouth Peabody Taunton Fall River Newton Haverhill Chicopee Medford Brookline Somerville Waltham New Bedford Quincy Framingham Revere Cambridge Worcester Lowell Malden Lynn Boston Brockton Lawrence Springfield 0 Municipality This chart shows Chapter 90 funds for each municipality in Massachusetts with a population from 50,000 – 617,594. The large amount of funds distributed to Boston is not usual due to its relative size of population compared to the rest of Massachusetts. Springfield and Worcester also receive greater amounts due to their higher total populations. The remaining municipalities have similar Chapter 90 fund distributions. Chart 4: Per Capita Expenditures for Municipalities in Massachusetts (30,000 to 50,000 Population) Per Capita expenditure ($) 1200 Minority 1000 Non-Minority 800 Mean 600 400 200 Municipality MassDOT Planning Page 21 of 46 7/17/14 Franklin Beverly Falmouth Westfield Dartmouth Billerica Barnstable Pittsfield Chelmsford Natick Braintree Arlington Attleboro Andover Watertown Woburn Shrewsbury Salem Leominster Marlborough Methuen Lexington Amherst Fitchburg Everett Holyoke Randolph Chelsea 0 Chelsea Randolph Holyoke Everett Fitchburg Amherst Lexington Methuen Marlborough Leominster Salem Shrewsbury Woburn Watertown Andover Arlington Attleboro Braintree Natick Pittsfield Chelmsford Barnstable Billerica Westfield Dartmouth Falmouth Beverly Franklin Chapter 90 2500000 2000000 1500000 MassDOT Planning Page 22 of 46 Westfield Franklin Beverly Falmouth Dartmouth 15 Billerica 20 Barnstable 25 Chelmsford 30 Pittsfield Natick Braintree Attleboro Arlington Andover Watertown Woburn Shrewsbury Salem Leominster Marlborough Methuen Lexington Amherst Fitchburg Everett Holyoke Randolph Chelsea Number of Projects Chart 5: Number of Projects for Municipalities in Massachusetts (30,000 to 50,000 Population) Minority Non-Minority Mean 10 5 0 Municipality Chart 6: Total Chapter 90 Expenditures for Massachusetts Municipalities (30,000 to 50,000 Population) Minority Non-Minority Mean 1000000 500000 0 Municipality 7/17/14 Table 1: Master Data Table (Sorted by Descending Title VI Minority Percentage) Lawrence 76,377 All Minority (incl. White Hispanic) Pop. 60,740 Chelsea 35,177 Springfield Municipality 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 80% 12 $3,780,834 $50 26,295 75% 20 $1,997,770 $57 153,060 96,812 63% 42 $8,872,822 $58 Randolph 32,112 19,559 61% 11 $2,785,989 $87 Brockton 93,810 53,542 57% 15 $6,077,417 $65 Holyoke 39,880 21,229 53% 28 $4,040,827 $101 Boston 617,594 327,282 53% 124 $41,045,887 $66 Lynn 90,329 47,360 52% 11 $5,077,161 $56 Malden 59,450 28,239 48% 2 $1,011,362 $17 Lowell 106,519 50,239 47% 24 $15,367,846 $144 Everett 41,667 19,351 46% 21 $9,732,232 $234 311 137 44% 0 $0 $0 Worcester 181,045 73,231 40% 49 $29,231,155 $161 Cambridge 105,162 39,903 38% 64 $8,171,981 $78 Revere 51,755 19,456 38% 9 $9,360,116 $181 Framingham 68,318 23,693 35% 28 $4,463,550 $65 Quincy 92,271 31,823 34% 27 $113,153,083 $1,226 New Bedford 95,072 30,474 32% 18 $9,349,802 $98 Fitchburg 40,318 12,816 32% 12 $12,886,705 $320 Southbridge 16,719 5,254 31% 6 $8,502,182 $509 Waltham 60,632 18,954 31% 17 $9,459,797 $156 Somerville 75,754 23,395 31% 29 $2,415,189 $32 Brookline 58,732 15,692 27% 27 $2,221,506 $38 Amherst 37,819 10,102 27% 10 $3,901,691 $103 Lexington 31,394 8,256 26% 22 $4,795,105 $153 Methuen 47,255 11,868 25% 14 $8,284,486 $175 Westborough 18,272 4,549 25% 20 $1,525,071 $83 Marlborough 38,499 9,546 25% 13 $9,857,246 $256 Leominster 40,759 10,014 25% 16 $3,932,931 $96 Acton 21,924 5,369 24% 6 $5,067,282 $231 Milton 27,003 6,514 24% 15 $5,426,453 $201 Salem 41,340 9,963 24% 10 $3,124,107 $76 Medford 56,173 13,384 24% 17 $12,480,357 $222 Shrewsbury 35,608 8,074 23% 13 $37,114,460 $1,042 Stoughton 26,962 5,822 22% 6 $2,552,957 $95 4,996 1,056 21% 7 $3,658,686 $732 Aquinnah Boxborough MassDOT Planning Page 23 of 46 7/17/14 Table 1 (continued): Burlington 24,498 All Minority (incl. White Hispanic) Pop. 5,106 Chicopee 55,298 11,360 21% 32 $5,672,491 $103 Haverhill 60,879 12,485 21% 16 $43,470,193 $714 Shirley 7,211 1,472 20% 7 $5,215,753 $723 Newton 85,146 17,345 20% 32 $3,499,493 $41 Clinton 13,606 2,722 20% 3 $2,594,613 $191 Nantucket 10,172 1,980 19% 5 $2,560,390 $252 Holbrook 10,791 2,070 19% 2 $365,766 $34 Sharon 17,612 3,341 19% 7 $5,492,237 $312 Belmont 24,729 4,611 19% 9 $743,826 $30 Ayer 7,427 1,382 19% 0 $0 $0 Lancaster 8,055 1,487 18% 13 $4,946,374 $614 Ashland 16,593 3,063 18% 14 $5,073,865 $306 Woburn 38,120 6,990 18% 11 $2,318,976 $61 Watertown 31,915 5,850 18% 16 $622,294 $19 West Springfield 28,391 5,085 18% 32 $3,013,223 $106 Wellesley 27,982 4,921 18% 12 $4,119,956 $147 Milford 27,999 4,895 17% 5 $1,285,317 $46 Oak Bluffs 4,527 790 17% 6 $3,615,740 $799 Norwood 28,602 4,960 17% 6 $4,441,470 $155 Lincoln 6,362 1,096 17% 14 $8,997,523 $1,414 Avon 4,356 741 17% 2 $851,284 $195 Canton 21,561 3,610 17% 13 $14,264,987 $662 Fall River 88,857 14,750 17% 18 $9,031,864 $102 Weston 11,261 1,868 17% 23 $1,109,162 $98 Andover 33,201 5,503 17% 25 $15,845,720 $477 Arlington 42,844 7,040 16% 15 $2,083,915 $49 Westford 21,951 3,526 16% 12 $4,073,703 $186 Bedford 13,320 2,136 16% 6 $1,924,118 $144 Attleboro 43,593 6,985 16% 16 $6,213,482 $143 Northampton 28,549 4,519 16% 31 $4,939,571 $173 Tisbury 3,949 615 16% 4 $51,384 $13 Taunton 55,874 8,653 15% 13 $22,912,818 $410 Norfolk 11,227 1,734 15% 5 $2,361,641 $210 Sunderland 3,684 566 15% 1 $1,027,603 $279 Williamstown 7,754 1,167 15% 6 $3,608,022 $465 Municipality MassDOT Planning 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 21% 10 $2,566,357 $105 Page 24 of 46 7/17/14 Table 1 (continued): Dedham 24,729 All Minority (incl. White Hispanic) Pop. 3,682 Wareham 21,822 3,228 15% 6 $5,123,294 $235 Braintree 35,744 5,273 15% 13 $2,805,636 $78 Wayland 12,994 1,912 15% 13 $4,510,060 $347 Natick 33,006 4,817 15% 17 $2,628,729 $80 Winchester 21,374 3,065 14% 5 $2,400,841 $112 North Andover 28,352 3,997 14% 7 $2,242,743 $79 Northborough 14,155 1,995 14% 8 $3,489,794 $247 Pittsfield 44,737 6,300 14% 19 $3,785,164 $85 Southborough 9,767 1,362 14% 19 $1,336,623 $137 Harvard 6,520 852 13% 9 $7,141,574 $1,095 Gardner 20,228 2,633 13% 9 $4,294,576 $212 Grafton 17,765 2,288 13% 16 $3,960,289 $223 Chelmsford 33,802 4,347 13% 16 $5,639,462 $167 Concord 17,668 2,266 13% 10 $14,040,561 $795 Great Barrington 7,104 904 13% 3 $965,370 $136 Edgartown 4,067 517 13% 4 $873,788 $215 Middleton 8,987 1,142 13% 4 $2,033,904 $226 South Hadley 17,514 2,206 13% 22 $2,579,256 $147 Webster 16,767 2,109 13% 7 $782,102 $47 Barnstable 45,193 5,681 13% 14 $3,012,639 $67 Peabody 51,251 6,317 12% 17 $2,199,338 $43 Mashpee 14,006 1,725 12% 3 $280,674 $20 4,852 595 12% 3 $480,352 $99 Weymouth 53,743 6,379 12% 10 $74,652,004 $1,389 Dracut 29,457 3,492 12% 5 $4,281,412 $145 Billerica 40,243 4,675 12% 12 $9,314,165 $231 Westfield 41,094 4,764 12% 16 $14,194,428 $345 Municipality Carlisle Provincetown 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 15% 12 $35,303,377 $1,428 2,942 339 12% 0 $0 $0 Winthrop 17,497 2,011 11% 1 $1,508,689 $86 Hudson 19,063 2,118 11% 11 $5,975,883 $313 7,669 852 11% 4 $391,058 $51 Bridgewater 26,563 2,941 11% 10 $6,001,392 $226 Needham 28,886 3,156 11% 6 $22,139,719 $766 Sudbury 17,659 1,880 11% 3 $128,751 $7 Hadley 5,250 555 11% 15 $1,286,234 $245 West Boylston MassDOT Planning Page 25 of 46 7/17/14 Table 1 (continued): Melrose 26,983 All Minority (incl. White Hispanic) Pop. 2,822 Saugus 26,628 2,768 10% 4 $8,173,601 $307 Greenfield 17,456 1,781 10% 22 $3,510,641 $201 Ludlow 21,103 2,140 10% 11 $2,702,199 $128 Easton Municipality 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 10% 2 $3,729,843 $138 23,112 2,327 10% 8 $5,960,182 $258 Shutesbury 1,771 176 10% 2 $3,433,756 $1,939 Mansfield 23,184 2,285 10% 13 $6,215,045 $268 Maynard 10,106 996 10% 2 $453,874 $45 Montague 8,437 816 10% 15 $5,123,055 $607 Dartmouth 34,032 3,230 9% 13 $9,167,980 $269 Stoneham 21,437 2,033 9% 9 $2,074,215 $97 Tyngsborough 11,292 1,055 9% 2 $868,637 $77 Longmeadow 15,784 1,462 9% 13 $480,915 $30 Falmouth 31,531 2,919 9% 10 $5,116,141 $162 Walpole 24,070 2,222 9% 7 $1,777,472 $74 Rockland 17,489 1,610 9% 5 $6,746,161 $386 Leicester North Attleborough North Adams 10,970 1,009 9% 5 $1,321,986 $121 28,712 2,583 9% 14 $1,915,777 $67 13,708 1,210 9% 5 $7,067,550 $516 Yarmouth 23,793 2,095 9% 11 $2,077,811 $87 Dover 5,589 490 9% 0 $0 $0 Hamilton 7,764 676 9% 2 $582,293 $75 Leverett 1,851 161 9% 3 $4,767,125 $2,575 Beverly 39,502 3,397 9% 7 $3,703,343 $94 Easthampton 16,053 1,376 9% 15 $5,615,369 $350 Franklin 31,635 2,709 9% 11 $2,966,104 $94 Abington 15,985 1,368 9% 3 $1,012,880 $63 1,321 112 8% 4 $2,067,944 $1,565 Westwood 14,618 1,237 8% 8 $16,750,793 $1,146 Foxborough 16,865 1,400 8% 10 $3,168,011 $188 Hopkinton 14,925 1,238 8% 16 $2,152,426 $144 Bellingham Pelham 16,332 1,347 8% 9 $9,587,662 $587 Lee 5,943 490 8% 13 $1,770,388 $298 Marion 4,907 398 8% 1 $883,128 $180 Winchendon 10,300 824 8% 5 $2,497,532 $242 Raynham 13,383 1,064 8% 9 $8,324,741 $622 MassDOT Planning Page 26 of 46 7/17/14 Table 1 (continued): Municipality 2010 Total Population Belchertown 14,649 All Minority (incl. White Hispanic) Pop. 1,145 Wilbraham 14,219 Ware Stow Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 8% 6 $3,318,033 $227 1,111 8% 6 $2,069,753 $146 9,872 771 8% 6 $1,825,957 $185 6,590 511 8% 1 $373,192 $57 22,325 1,725 8% 14 $7,784,005 $349 8,924 685 8% 9 $6,555,198 $735 14,207 1,090 8% 9 $4,586,756 $323 Boylston 4,355 334 8% 2 $1,468,842 $337 Agawam 28,438 2,151 8% 27 $2,322,676 $82 Bourne 19,754 1,493 8% 14 $7,210,223 $365 Reading 24,747 1,870 8% 12 $1,810,932 $73 Paxton 4,806 361 8% 3 $1,198,554 $249 Plymouth 56,468 4,230 7% 9 $8,327,173 $147 Harwich 12,243 896 7% 2 $4,148,403 $339 7,891 576 7% 2 $2,134,477 $270 Holden 17,346 1,260 7% 10 $7,256,561 $418 Millbury 13,261 952 7% 19 $3,676,811 $277 Tewksbury 28,961 2,075 7% 16 $9,139,396 $316 Norton 19,031 1,362 7% 6 $2,633,979 $138 East Longmeadow 15,720 1,108 7% 3 $1,201,077 $76 Wilmington Littleton Dennis Millis Lenox Percent Title VI Minority 5,025 354 7% 8 $2,857,096 $569 Wakefield 24,932 1,751 7% 8 $2,392,707 $96 Swampscott 13,787 963 7% 3 $282,561 $20 692 48 7% 6 $3,984,241 $5,758 Plainville 8,264 573 7% 5 $1,266,380 $153 Auburn 16,188 1,106 7% 24 $2,344,654 $145 Orange 7,839 530 7% 8 $6,174,345 $788 11,584 780 7% 11 $4,776,266 $412 Savoy Athol Deerfield 5,125 344 7% 10 $22,093,416 $4,311 Oxford 13,709 918 7% 16 $2,830,201 $206 Holliston 13,547 902 7% 4 $1,781,832 $132 Sherborn 4,119 274 7% 1 $1,338,052 $325 Lynnfield 11,596 758 7% 8 $2,332,976 $201 Bolton 4,897 320 7% 5 $2,329,980 $476 Sturbridge 9,268 603 7% 18 $3,811,851 $411 12,752 828 6% 4 $2,422,806 $190 Medway MassDOT Planning Page 27 of 46 7/17/14 Table 1 (continued): 10,646 All Minority (incl. White Hispanic) Pop. 682 6,916 440 6% 8 $3,505,141 $507 Lunenburg 10,086 635 6% 3 $3,468,096 $344 Northbridge 15,707 987 6% 5 $12,349,083 $786 Danvers 26,493 1,654 6% 11 $8,828,387 $333 Dudley 11,390 708 6% 5 $6,513,676 $572 1,947 121 6% 9 $1,616,646 $830 228 14 6% 3 $747,941 $3,280 Whitman 14,489 886 6% 2 $932,826 $64 Medfield 12,024 731 6% 0 $0 $0 6,081 368 6% 2 $2,199,310 $362 North Reading 14,892 901 6% 4 $1,164,344 $78 Seekonk 13,722 824 6% 4 $4,170,212 $304 Middleborough 23,116 1,386 6% 13 $5,216,808 $226 Truro 2,003 120 6% 0 $0 $0 Hopedale 5,911 350 6% 2 $1,613,547 $273 West Tisbury 2,740 162 6% 2 $711,644 $260 Gloucester 28,789 1,689 6% 3 $4,345,138 $151 Dunstable 3,179 186 6% 3 $804,905 $253 Rutland 7,973 463 6% 9 $1,347,790 $169 Municipality Groton West Bridgewater Stockbridge New Ashford Ashburnham Upton 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 6% 0 $0 $0 7,542 437 6% 7 $69,234 $9 Charlton 12,981 748 6% 15 $1,148,656 $88 Hull 10,293 591 6% 1 $1,301,539 $126 3,257 187 6% 2 $3,371,272 $1,035 East Bridgewater 13,794 790 6% 3 $1,078,755 $78 Palmer 12,140 694 6% 20 $9,362,696 $771 Westminster 7,277 409 6% 7 $3,646,849 $501 Wenham 4,875 268 5% 2 $1,569,841 $322 Spencer 11,688 627 5% 4 $6,491,840 $555 Tolland 485 26 5% 5 $428,714 $884 Ipswich 13,175 704 5% 4 $2,791,058 $212 Phillipston 1,682 89 5% 9 $1,391,358 $827 Fairhaven 15,873 839 5% 10 $1,468,208 $92 Berlin 2,866 151 5% 10 $1,082,059 $378 Blackstone 9,026 471 5% 4 $2,151,595 $238 13,457 701 5% 5 $6,546,954 $487 Sheffield Uxbridge MassDOT Planning Page 28 of 46 7/17/14 Table 1 (continued): 848 All Minority (incl. White Hispanic) Pop. 44 Brimfield 3,609 186 5% 12 $2,559,261 $709 Chatham 6,125 314 5% 2 $10,400,120 $1,698 11,509 587 5% 2 $9,452,261 $821 Municipality Wendell Carver Ashfield 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 5% 4 $1,361,317 $1,605 1,737 87 5% 3 $1,264,034 $728 19,808 990 5% 1 $19,320 $1 Southwick 9,502 474 5% 4 $1,957,751 $206 Boxford 7,965 395 5% 2 $1,761,143 $221 Monroe 121 6 5% 1 $1,231,771 $10,180 Holland 2,481 123 5% 0 $0 $0 Rochester 5,232 259 5% 3 $154,860 $30 Amesbury 16,283 804 5% 13 $12,948,225 $795 Marblehead Barre 5,398 266 5% 12 $3,358,091 $622 17,416 842 5% 12 $9,208,246 $529 Salisbury 8,283 399 5% 10 $8,356,311 $1,009 Pepperell 11,497 551 5% 2 $3,849,629 $335 6,240 299 5% 4 $564,700 $90 648 31 5% 4 $1,361,657 $2,101 2,183 104 5% 1 $15,669 $7 Kingston 12,629 598 5% 5 $13,688,767 $1,084 Scituate 18,133 856 5% 2 $1,582,720 $87 Warren 5,135 242 5% 6 $1,196,266 $233 Norwell 10,506 495 5% 11 $2,357,527 $224 Townsend 8,926 420 5% 4 $4,188,572 $469 Sterling 7,808 367 5% 3 $2,152,901 $276 Douglas 8,471 397 5% 3 $1,232,137 $145 Topsfield 6,085 283 5% 4 $3,104,828 $510 990 46 5% 2 $4,114,064 $4,156 1,897 88 5% 3 $1,062,758 $560 1,509 70 5% 3 $1,266,862 $840 22,157 1,022 5% 6 $3,167,042 $143 Brewster 9,820 450 5% 3 $3,493,798 $356 Charlemont 1,266 58 5% 14 $4,580,283 $3,618 Williamsburg 2,482 113 5% 3 $1,202,716 $485 Mattapoisett 6,045 275 5% 4 $492,787 $82 Shelburne 1,893 86 5% 3 $599,757 $317 Newburyport Granby Plainfield East Brookfield New Salem Conway New Marlborough Hingham MassDOT Planning Page 29 of 46 7/17/14 Table 1 (continued): 8,560 All Minority (incl. White Hispanic) Pop. 388 11,608 524 5% 5 $899,003 $77 Becket 1,779 80 4% 10 $4,354,671 $2,448 Hampden 5,139 231 4% 2 $2,040,579 $397 Nahant 3,410 153 4% 0 $0 $0 Dighton 7,086 317 4% 5 $8,733,759 $1,233 Berkley 6,411 286 4% 8 $17,212,737 $2,685 Templeton 8,013 357 4% 7 $2,533,387 $316 Orleans 5,890 260 4% 4 $873,608 $148 Egremont 1,225 54 4% 2 $3,508,082 $2,864 Freetown 8,870 390 4% 7 $16,852,877 $1,900 Royalston 1,258 55 4% 4 $4,016,466 $3,193 Municipality Monson Rehoboth Sandisfield 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 5% 10 $7,270,534 $849 915 40 4% 7 $1,946,976 $2,128 Oakham 1,902 83 4% 3 $865,690 $455 Hancock 717 31 4% 3 $3,567,538 $4,976 Georgetown 8,183 351 4% 3 $1,772,835 $217 West Stockbridge 1,306 56 4% 5 $1,705,390 $1,306 Merrimac 6,338 271 4% 8 $2,844,070 $449 Dalton 6,756 287 4% 5 $4,926,100 $729 North Brookfield 4,680 198 4% 1 $407,067 $87 Windsor 899 38 4% 7 $867,316 $965 Wales 1,838 77 4% 0 $0 $0 Colrain 1,671 70 4% 4 $3,415,105 $2,044 Wellfleet 2,750 115 4% 1 $106,005 $39 Hardwick 2,990 125 4% 4 $678,059 $227 Hanover 13,879 579 4% 9 $1,499,448 $108 1,775 74 4% 11 $456,846 $257 Chilmark 866 36 4% 0 $0 $0 Eastham Russell 4,956 206 4% 2 $758,888 $153 Hawley 337 14 4% 8 $1,695,312 $5,031 Hanson 10,209 424 4% 2 $1,030,174 $101 Sandwich 20,675 858 4% 10 $3,137,182 $152 Lanesborough 3,091 128 4% 6 $2,469,198 $799 Huntington 2,180 90 4% 7 $2,145,299 $984 Rockport 6,952 286 4% 0 $0 $0 West Brookfield 3,701 152 4% 4 $3,257,555 $880 MassDOT Planning Page 30 of 46 7/17/14 Table 1 (continued): Gill 1,500 All Minority (incl. White Hispanic) Pop. 61 Sutton 8,963 359 4% 7 $4,004,810 $447 Erving 1,800 72 4% 8 $2,516,901 $1,398 75 3 4% 0 $0 $0 Marshfield 25,132 1,005 4% 5 $6,025,058 $240 Princeton 3,413 136 4% 5 $1,811,548 $531 Plympton 2,820 112 4% 2 $4,217,484 $1,496 838 33 4% 9 $267,156 $319 Pembroke 17,837 699 4% 5 $1,770,131 $99 Lakeville 10,602 415 4% 9 $4,266,054 $402 Ashby 3,074 120 4% 1 $234,055 $76 Northfield 3,032 117 4% 3 $574,809 $190 Essex 3,504 135 4% 4 $5,545,798 $1,583 Buckland 1,902 73 4% 7 $1,174,174 $617 Cohasset 7,542 288 4% 2 $2,111,109 $280 Worthington 1,156 44 4% 5 $1,886,329 $1,632 10,955 414 4% 7 $2,750,133 $251 Adams 8,485 319 4% 8 $987,677 $116 Halifax 7,518 282 4% 2 $761,037 $101 Whately 1,496 56 4% 5 $1,940,781 $1,297 Acushnet 10,303 384 4% 3 $1,021,793 $99 Duxbury 15,059 560 4% 3 $989,137 $66 Granville 1,566 58 4% 0 $0 $0 Brookfield 3,390 125 4% 1 $3,699,050 $1,091 West Newbury 4,235 156 4% 4 $7,289,348 $1,721 706 26 4% 2 $121,857 $173 Millville 3,190 117 4% 2 $2,796,201 $877 Swansea 15,865 578 4% 9 $3,295,164 $208 Hubbardston 4,382 157 4% 7 $2,080,916 $475 Manchester 5,136 184 4% 2 $1,385,154 $270 Mendon 5,839 208 4% 2 $663,766 $114 Groveland 6,459 229 4% 1 $33,131,246 $5,129 Richmond 1,475 51 3% 6 $1,858,612 $1,260 752 26 3% 6 $2,079,609 $2,765 Southampton 5,792 199 3% 6 $1,704,277 $294 Hatfield 3,279 111 3% 11 $402,793 $123 Municipality Gosnold Montgomery Wrentham Heath Florida MassDOT Planning 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 4% 15 $2,824,039 $1,883 Page 31 of 46 7/17/14 Table 1 (continued): 18,165 All Minority (incl. White Hispanic) Pop. 610 5,856 196 3% 5 $400,602 $68 Warwick 780 26 3% 2 $896,238 $1,149 Rowe 393 13 3% 5 $2,124,218 $5,405 Municipality Somerset Rowley Otis 2010 Total Population Percent Title VI Minority Number of Projects Project Expenditures ($) Per Capita Expenditure ($) 3% 7 $1,476,348 $81 1,612 53 3% 9 $1,625,717 $1,009 Cummington 872 28 3% 6 $4,635,388 $5,316 New Braintree 999 31 3% 4 $207,680 $208 Middlefield 521 16 3% 2 $1,097,205 $2,106 15,532 476 3% 7 $1,205,878 $78 Westhampton 1,607 49 3% 5 $1,745,767 $1,086 Goshen 1,054 32 3% 3 $397,142 $377 Newbury 6,666 198 3% 4 $2,329,109 $349 Cheshire 3,235 96 3% 5 $2,261,902 $699 Bernardston 2,129 59 3% 10 $681,932 $320 Blandford 1,233 34 3% 12 $4,795,777 $3,890 Hinsdale 2,032 56 3% 5 $3,757,248 $1,849 327 9 3% 7 $3,894,317 $11,909 1,222 33 3% 4 $4,220,806 $3,454 Alford 494 13 3% 1 $739,108 $1,496 Leyden 711 18 3% 0 $0 $0 Westport Tyringham Chesterfield Petersham 1,234 30 2% 5 $1,864,437 $1,511 Mount Washington 167 4 2% 0 $0 $0 Monterey 961 23 2% 2 $1,076,169 $1,120 Washington 538 12 2% 3 $5,609,123 $10,426 Peru 847 18 2% 1 $3,509,617 $4,144 Clarksburg 1,702 34 2% 2 $54,002 $32 Chester State Total or Average 1,337 24 2% 11 $3,942,022 $2,948 6,547,629 1,562,829 23.87% 3,002 $1,642,580,776 $251 MassDOT Planning Page 32 of 46 7/17/14 Appendix D – Additional Tables Table 2: This table shows the projects in various municipalities throughout Massachusetts which have reached approved status. These projects may already have funding in place due to the projects being approved (for design and build). Of the 130 projects which fall into this category, 22 of them are within minority communities and 12 out of the 22 projects are within the top 10 minority communities mainly Boston and Holyoke. With the majority of the ‘approved’ projects in non-minority areas this suggests the 25% design question is not a barrier in high minority areas, as it seems this ‘problem’ exists all over Massachusetts. Projects listed in red are located in one of the top ten minority municipalities. Yellow indicates the municipalities within the 32 minority municipalities. BOSTON- TRAFFIC SIGNAL IMPROVEMENTS ON BLUE HILL AVENUE AND WARREN STREET Approved BILLERICA- REHABILITATION ON BOSTON ROAD (ROUTE 3A) FROM BILLERICA TOWN CENTER TO FLOYD STREET Approved FITCHBURG- LUNENBURG- LEOMINSTER- RECONSTRUCTION OF SUMMER STREET AND NORTH STREET Approved SOUTHWICK SOUTHWICK- RECONSTRUCTION OF FEEDING HILLS ROAD (ROUTE 57), FROM COLLEGE HIGHWAY TO THE AGAWAM T.L. Approved UXBRIDGE UXBRIDGE- SOUTHERN NEW ENGLAND TRUNK TRAIL CONSTRUCTION Approved Municipal BROCKTON BROCKTON- INTERSECTION IMPROVEMENTS @ CRESCENT STREET (ROUTE 27)/QUINCY STREET/MASSASOIT BOULEVARD Approved Municipal FRAMINGHAM Municipal MENDON FRAMINGHAM- RESURFACING & RELATED WORK ON ROUTE 126 MENDON- RECONSTRUCTION OF HARTFORD AVENUE EAST, FROM PROVIDENCE STREET TO SOUTH MAIN STREET (ROUTE 140) Municipal NORWOOD NORWOOD- INTERSECTION IMPROVEMENTS @ ROUTE 1 & UNIVERSITY AVENUE/EVERETT STREET Approved Municipal WORCESTER WORCESTER- INTERSECTION IMPROVEMENTS AT WINTHROP STREET & PROVIDENCE STREET, VERNON STREET & GRANITE STREET Approved Municipal BOSTON Municipal Municipal BILLERICA FITCHBURG LEOMINSTER LUNENBURG Municipal Municipal MassDOT Planning Page 33 of 46 7/17/14 Approved Approved Municipal GROVELAND Municipal HOLLISTON GROVELAND- RECONSTRUCTION ON ROUTE 97 (SCHOOL STREET) FROM PARKER STREET TO GARDNER STREET HOLLISTON- RECONSTRUCTION ON ROUTE 16 (WASHINGTON STREET), FROM QUAIL RUN TO THE SHERBORN T.L. Municipal TAUNTON TAUNTON- INTERSECTION IMPROVEMENTS AT THE HON. GORDON M. OWEN RIVERWAY & WILLIAMS STREET Approved Municipal DUXBURY Municipal MILLBURY DUXBURY- SIGNAL INSTALLATION @ ROUTE 3 (NB & SB) RAMPS & ROUTE 3A (TREMONT STREET) MILLBURY- RECONSTRUCTION ON McCRACKEN ROAD & GREENWOOD STREET, INCLUDES REHAB OF M-22-058, McCRACKEN ROAD OVER ACCESS ROAD Municipal CHELSEA CHELSEA- RECONSTRUCTION ON WASHINGTON AVENUE, FROM REVERE BEACH PARKWAY TO HEARD STREET Municipal WORCESTER Municipal MILLIS Municipal OXFORD Municipal LEICESTER WORCESTER- RECONSTRUCTION ON HARDING STREET, FRANKLIN STREET & WINTER STREET (WORCESTER REDEVELOPMENT AUTHORITY) MILLIS- RECONSTRUCTION OF VILLAGE STREET, FROM MAIN STREET (ROUTE 109) TO THE MEDWAY T.L. OXFORD- RECONSTRUCTION OF SUTTON AVENUE, FROM ORCHARD HILL ESTATES EASTERLY TO SUTTON T.L. (PHASE II) LEICESTER- RESURFACING & RELATED WORK ON ON ROUTE 56, FROM ROUTE 9 TO THE PAXTON T.L. (PHASE I) Municipal BOLTON BOLTON- RECONSTRUCTION OF ROUTE 110 (STILL RIVER ROAD) Approved Municipal MENDON MENDON- RECONSTRUCTION ON PROVIDENCE STREET AND MAIN STREET Approved Municipal WESTBOROUGH WESTBOROUGH- RESURFACING & RELATED WORK ON ROUTE 30 & ROUTE 135 Approved Municipal STERLING Approved Municipal AUBURN Municipal BROOKFIELD Municipal NORTHBRIDGE STERLING- INTERSECTION IMPROVEMENTS AT ROUTE 12 AND CHOCKSETT ROAD AUBURN- RESURFACING & RELATED WORK ON ROUTE 12 (SOUTHBRIDGE ST.), FROM DRURY SQ. (AUBURN STREET INTER.) NORTHERLY TO WORESTER C.L. BROOKFIELD- RECONSTRUCTION OF ROUTE 148 (FISKDALE ROAD) FROM MOLASSES HILL ROAD TO STURBRIDGE T.L. INCL. WEBBER ROAD NORTHBRIDGE- RECONSTRUCTION ON QUAKER STREET, FROM CHURCH STREET TO UPTON T.L. MassDOT Planning Page 34 of 46 7/17/14 Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Municipal SOUTHWICK Municipal WESTFIELD SOUTHWICK- INTERSECTION IMPROVEMENTS AT FOUR LOCATIONS ON ROUTE 57 (FEEDING HILLS ROAD) WESTFIELD- ROUTE 20 ACCESS IMPROVEMENTS ON COURT STREET & WESTERN AVENUE Municipal HADLEY HADLEY- RECONSTRUCTION OF SOUTH MAPLE STREET, FROM ROUTE 9 (RUSSELL STREET) SOUTHERLY TO BAY ROAD, INCLUDES REHAB OF H-01-006 (2.7 MILES) Approved Municipal WORCESTER WORCESTER- SIGNAL & INTERSECTION IMPROVEMENTS @ HOLDEN STREET, DRUMMOND AVENUE & SHORE DRIVE Approved Municipal BLACKSTONE BLACKSTONE- BRIDGE REPLACEMENT, B-13-025, LINCOLN STREET OVER FOX BROOK Approved Municipal SOUTHAMPTON Approved Municipal OXFORD Municipal MEDWAY Municipal HARVARD Municipal NEWTON Municipal HOLLISTON SOUTHAMPTON- BRIDGE REPLACEMENT, S-19-024, VALLEY ROAD OVER MOOSE BROOK OXFORD- RECONSTRUCTION OF SUTTON AVENUE, FROM I-395 RAMP TERMINAL EASTERLY TO ORCHARD ESTATES (PHASE I) MEDWAY- RESURFACING & RELATED WORK ON A SECTION OF MEDWAY VILLAGE STREET HARVARD- RESURFACING & RELATED WORK ON ROUTE 110 (STILL RIVER ROAD) FROM BOLTON T.L. TO ROUTE 110/11 INTERSECTION (3.4 MILES) NEWTON- RECONSTRUCTION ON ROUTE 30 (COMMONWEALTH AVENUE) FROM WESTON T.L. TO AUBURN STREET (1.1 MILES) HOLLISTON- RECONSTRUCTION OF NORFOLK STREET, FROM SABINA DRIVE TO HOLLY LANE Municipal ASHLAND Approved Municipal BOSTON ASHLAND- RECONSTRUCTION OF MAIN & PROSPECT STREETS BOSTON- RECONSTRUCTION OF TREMONT STREET, FROM STUART STREET TO MARGINAL ROAD (5,400 FT.) Municipal MELROSE Approved Approved Approved Approved Approved Approved Approved Approved Municipal MELROSE- INTERSECTION & SIGNAL IMPROVEMENTS AT MAIN STREET & ESSEX STREET MIDDLEBOROUGH- RECONSTRUCTION OF ROUTE 18/28 (BEDFORD STREET) BETWEEN MIDDLEBOROUGH ROUTE 18/28/44 CIRCLE AND ROUTE 18/28/CAMPANELLI DRIVE BROCKTON- RESURFACING & RELATED WORK ON PERKINS AVENUE, FROM SUMMER BROCKTON STREET TO MAIN STREET (2,800 FT.) Municipal WORCESTER WORCESTER- INTERSECTION & SIGNAL IMPROVEMENTS AT ROUTE 122 (CHANDLER STREET), MAIN STREET & IRVING STREET Approved Municipal ASHBURNHAM ASHBURNHAM- RESURFACING & RELATED WORK ON ROUTE 101 Approved Municipal MassDOT Planning Page 35 of 46 7/17/14 Approved Approved Approved Municipal Municipal ADAMS CLINTON Approved Approved NORTHFIELD ADAMS- RECONSTRUCTION OF FRIEND STREET AND WEST ROAD CLINTON- RESURFACING & RELATED WORK ON ROUTE 110 (HIGH STREET) NORTHFIELD- RECONSTRUCTION & IMPROVEMENTS ON MAIN STREET, ROUTES 10 & 63 (PHASE II) Municipal Municipal CANTON CANTON- RECONSTRUCTION ON ROUTE 138, FROM I-93 TO DAN ROAD Approved Municipal BELLINGHAM Municipal CHICOPEE Municipal BOSTON Municipal ASHLAND Municipal NORTHAMPTON Municipal NEW BEDFORD Municipal AMHERST PELHAM Municipal BUCKLAND Municipal NORTHAMPTON Municipal PITTSFIELD Municipal BOSTON Municipal BOXFORD Municipal ADAMS Municipal NORTON MassDOT Planning BELLINGHAM- IMPROVEMENTS AT 2 LOCATIONS: MECHANIC STREET/MENDON STREET (ROUTE 140) & NORTH MAIN STREET/SOUTH MAIN STREET (ROUTE 126) CHICOPEE- RECONSTRUCTION & RELATED WORK ON FULLER ROAD, FROM MEMORIAL DR (RTE 33) TO SHAWINIGAN DR (2.0 MILES) BOSTON- BRIDGE REHABILITATION, B-16-016, NORTH WASHINGTON STREET OVER THE CHARLES RIVER ASHLAND- RECONSTRUCTION ON ROUTE 126 (POND STREET), FROM THE FRAMINGHAM T.L. TO THE HOLLISTON T.L. NORTHAMPTON- INTERSECTION IMPROVEMENTS AT KING STREET, NORTH STREET & SUMMER STREET AND AT KING STREET & FINN STREET NEW BEDFORD- CORRIDOR IMPROVEMENTS AND RELATED WORK ON KINGS HIGHWAY, FROM CHURCH STREET TO THE KINGS HIGHWAY BRIDGE (N-06-036) OVER ROUTE 140 AMHERST- PELHAM- RESURFACING & RELATED WORK ON ROUTE 9 FROM SOUTHEAST ST IN AMHERST THROUGH PELHAM TO THE BELCHERTOWN T.L. (2.2 MILES) BUCKLAND- RECONSTRUCTION & MINOR WIDENING ON CONWAY STREET, SOUTH STREET & CONWAY ROAD NORTHAMPTON- INTERSECTION IMPROVEMENTS @ NORTH ELM STREET, ELM STREET & WOODLAWN AVENUE PITTSFIELD- INTERSECTION & SIGNAL IMPROVEMENTS AT FIRST STREET & NORTH STREET (NEAR BERKSHIRE MEDICAL CENTER) Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved BOSTON- TRAFFIC SIGNAL IMPROVEMENTS AT 8 LOCATIONS BOXFORD- RECONSTRUCTION ON ROUTE 133 (WASHINGTON STREET) FROM THE NORTH ANDOVER TL TO MAIN STREET Approved ADAMS- PAVEMENT REHABILITATION & RELATED WORK ON ROUTE 8 NORTON- CORRIDOR IMPROVEMENTS & RELATED WORK ON EAST MAIN STREET (ROUTE 123), FROM PINE STREET TO I-495 Approved Page 36 of 46 7/17/14 Approved Approved Municipal LYNNFIELD WAKEFIELD Municipal COLRAIN Municipal ATTLEBORO Municipal LAKEVILLE Municipal BARNSTABLE Municipal BOSTON Municipal BOSTON Municipal LONGMEADOW Municipal MILFORD Municipal LEXINGTON Municipal WINTHROP Municipal WESTMINSTER Municipal Municipal BARNSTABLE YARMOUTH WELLFLEET Municipal SEEKONK Municipal SHREWSBURY Municipal FITCHBURG MassDOT Planning WAKEFIELD- LYNNFIELD- RAIL TRAIL EXTENSION, FROM THE GALVIN MIDDLE SCHOOL TO LYNNFIELD/PEABODY T.L. COLRAIN- INTERSECTION IMPROVEMENTS @ MAIN ROAD, JACKSONVILLE ROAD (ROUTE 112) & GREENFIELD ROAD ATTLEBORO – INTERSECTION IMPROVEMENTS AT ROUTE 1 (WASHINGTON STREET)/ROUTE 1A (NEWPORT AVENUE) AND ROUTE 123 (HIGHLAND AVENUE) LAKEVILLE- RECONSTRUCTION AND RELATED WORK ON RHODE ISLAND ROAD (ROUTE 79), FROM THE TAUNTON CITY LINE TO CLEAR POND ROAD BARNSTABLE- INTERSECTION IMPROVEMENTS AT IYANOUGH ROAD (ROUTE 28) AND YARMOUTH ROAD BOSTON- BRIDGE REHABILITATION, B-16-184, NORTHERN AVENUE OVER THE FORT POINT CHANNEL BOSTON- IMPROVEMENTS ON BOYLSTON STREET, FROM INTERSECTION OF BROOKLINE AVENUE & PARK DRIVE TO IPSWICH STREET LONGMEADOW- RESURFACING & RELATED WORK ON LONGMEADOW STREET (ROUTE 5), FROM THE CT S.L. TO CONVERSE STREET (2.88 MILES) MILFORD- RESURFACING & INTERSECTION IMPROVEMENTS ON ROUTE 16 (MAIN STREET), FROM WATER STREET TO THE HOPEDALE T.L. LEXINGTON- RECONSTRUCTION ON MASSACHUSETTS AVENUE, FROM MARRETT ROAD TO PLEASANT STREET WINTHROP- RECONSTRUCTION & RELATED WORK ALONG WINTHROP STREET & REVERE STREET CORRIDOR WESTMINSTER- REHABILITATION & BOX WIDENING ON ROUTE 140, FROM PATRICIA ROAD TO THE PRINCETON T.L. YARMOUTH- BARNSTABLE- CAPE COD RAIL TRAIL EXTENSION WELLFLEET- INTERSECTION IMPROVEMENTS & RELATED WORK AT ROUTE 6 & MAIN ST SEEKONK- INTERSECTION IMPROVEMENTS & RELATED WORK AT FALL RIVER AVENUE (ROUTE 114A) AND COUNTY STREET SHREWSBURY- RESURFACING & RELATED WORK ON ROUTE 140 (BOYLSTON STREET), FROM I-290 TO PROSPECT STREET FITCHBURG- RECONSTRUCTION OF RINDGE ROAD, FROM ROUTE 31 (ASHBY STATE ROAD) TO ASHBY T.L. Page 37 of 46 7/17/14 Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Municipal SUNDERLAND Municipal Municipal CHATHAM GARDNER Municipal NEW BEDFORD Municipal MONTAGUE Municipal HOLYOKE Municipal SHREWSBURY Municipal Municipal WESTMINSTER PRINCETON Municipal Municipal MATTAPOISETT HUBBARDSTON Municipal HALIFAX Municipal NORTHAMPTON Municipal Municipal WORTHINGTON LEE Municipal HOLYOKE Municipal QUINCY Municipal PITTSFIELD Municipal AGAWAM MassDOT Planning SUNDERLAND- RESURFACING & RELATED WORK ON A SECTION OF NORTH MAIN STREET (ROUTE 47), FROM ROUTE 116 TO CLAYBROOK DRIVE CHATHAM- INTERSECTION IMPROVEMENTS & RELATED WORK AT MAIN STREET (ROUTE 28), DEPOT ROAD, QUEEN ANNE ROAD AND CROWELL ROAD GARDNER- BIKE PATH CONSTRUCTION, NORTH CENTRAL PATHWAY (PHASE VI) NEW BEDFORD- CORRIDOR IMPROVEMENTS AND RELATED WORK ON COGGESHALL STREET, FROM PURCHASE STREET TO MITCHELL AVENUE MONTAGUE- CANALSIDE BIKE PATH & PEDESTRIAN CROSSING IMPROVEMENTS, MONTAGUE CITY ROAD AT SOLAR AVENUE & DEPOT STREET (850 FEET) HOLYOKE- TRAFFIC SIGNAL UPGRADES AT 15 INTERSECTIONS ALONG HIGH & MAPLE STREETS SHREWSBURY- RESURFACING & RELATED WORK ON ROUTE 140 (MEMORIAL DRIVE), FROM ROUTE 9 TO THE GRAFTON T.L. WESTMINSTER- RESURFACING & RELATED WORK ON ROUTE 140, FROM ROUTE 2A TO PATRICIA ROAD PRINCETON- RECLAMATION ON ROUTE 140, FROM STERLING T.L. TO ROUTE 31 MATTAPOISETT- CORRIDOR IMPROVEMENTS AND RELATED WORK ON MAIN STREET, WATER STREET, BEACON STREET AND MARION ROAD. HUBBARDSTON- RESURFACING AND RELATED WORK ON BURNSHIRT ROAD HALIFAX- REHABILITATION OF MONPONSETT STREET (ROUTE 58) FROM PLYMPTON T.L. TO LINGAN STREET NORTHAMPTON- INTERSECTION IMPROVEMENTS @ PROSPECT STREET, JACKSON STREET & WOODLAWN AVENUE WORTHINGTON- RECONSTRUCTION & RELATED WORK ON ROUTE 143 LEE- BRIDGE REPLACEMENT, L-05-004, MEADOW STREET OVER POWDER MILL BROOK HOLYOKE- RESURFACING & RELATED WORK ON HERITAGE STREET, FRONT STREET & DWIGHT STREET FROM MAPLE ST TO THE 1ST LEVEL CANAL (.54 MILES) QUINCY- CONSTRUCTION OF NEW CONNECTION (BRIDGE) FROM BURGIN PARKWAY OVER MBTA PITTSFIELD- STREETSCAPE IMPROVEMENTS ON NORTH STREET, FROM LINDEN STREET TO KENT AVENUE (PHASE III) AGAWAM- RECONSTRUCTION OF ROUTE 187, FROM ALLISON LANE TO THE WESTFIELD CITY LINE (1.69 MILES - PHASE III) Page 38 of 46 7/17/14 Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Approved Municipal Municipal MASHPEE ADAMS -NORTH ADAMS Municipal MONROE Municipal Municipal HARWICH ACTON CONCORD Municipal BOSTON Municipal EASTON Municipal AGAWAM Municipal HARDWICK Municipal BECKET -CHESTER -MIDDLEFIELD Municipal DARTMOUTH Municipal HINGHAM Municipal MASHPEE- CORRIDOR IMPROVEMENTS & RELATED WORK ON NATHAN ELLIS HIGHWAY (ROUTE 151), FROM MASHPEE ROTARY TO FALMOUTH T.L. ADAMS- NORTH ADAMS- ASHUWILLTICOOK RAIL TRAIL EXTENSION TO ROUTE 8A (HODGES CROSS ROAD) Approved Approved MONROE- RECONSTRUCTION & RELATED WORK ON READSBORO ROAD HARWICH- RECONSTRUCTION OF PLEASANT LAKE AVENUE (ROUTE 124) FROM HEADWATERS DRIVE TO BREWSTER T.L. Approved Approved SPENCER ACTON- CONCORD- BRUCE FREEMAN RAIL TRAIL CONSTRUCTION (PHASE II-B) BOSTON- RECONSTRUCTION OF RUTHERFORD AVENUE, FROM CITY SQUARE TO SULLIVAN SQUARE EASTON- CORRIDOR IMPROVEMENTS ON DEPOT STREET (ROUTE 123), FROM NEWELL CIRCLE TO WASHINGTON STREET (ROUTE 138) AGAWAM- RECONSTRUCTION OF ROUTE 187, FROM SOUTHWICK/SPRINGFIELD STREET TO ALLISON LANE (1.29 MILES - PHASE II) HARDWICK- RESURFACING & RELATED WORK ON THE GILBERTVILLE SECTION OF ROUTE 32 BECKET- CHESTER- MIDDLEFIELD- REHABILITATION OF B-03-017=M-19-017 & B-03018=M-19-018, OLD "WESTERN RAILROAD" KEYSTONE ARCH BRIDGES OVER THE WESTERN BRANCH OF WESTFIELD RIVER DARTMOUTH- INTERSECTION IMPROVEMENTS & RELATED WORK AT CHASE ROAD & OLD WESTPORT ROAD HINGHAM- RECONSTRUCTION & RELATED WORK ON DERBY STREET, FROM POND PARK ROAD TO CUSHING STREET SPENCER- REHABILITATION ON ROUTE 9 (MAIN STREET), FROM HIGH STREET TO GROVE STREET Municipal HOLYOKE HOLYOKE- RECONSTRUCTION OF I-91 INTERCHANGE 17 & ROUTE 141 Approved Municipal DENNIS YARMOUTH Municipal Municipal TAUNTON BILLERICA DENNIS- YARMOUTH- CONSTRUCTION OF A MULTI-USE PATH OVER THE BASS RIVER (D07-007=Y-01-010) Approved TAUNTON- CORRIDOR IMPROVEMENTS & RELATED WORK ON BROADWAY (ROUTE 138), FROM TAUNTON GREEN NORTHERLY TO JACKSON STREET Approved BILLERICA- RECONSTRUCTION OF ROUTE 3A (BOSTON ROAD) AT CHARNSTAFFE LANE Approved MassDOT Planning Page 39 of 46 7/17/14 Approved Approved Approved Approved Approved Approved Approved Approved Approved Municipal HAVERHILL Municipal CHATHAM HAVERHILL- RECONSTRUCTION ON ROUTE 97 (BROADWAY), FROM SILVER BIRCH LANE TO RESEARCH DRIVE CHATHAM- IMPROVEMENTS ON WEST MAIN STREET (ROUTE 28), FROM GEORGE RYDER ROAD TO BARN HILL ROAD Municipal PAXTON PAXTON- RECLAMATION ON ROUTE 31 (HOLDEN ROAD) Approved Municipal WILLIAMSTOWN Approved Municipal WESTFORD Municipal SPENCER Municipal Municipal REHOBOTH LUNENBURG TOWNSEND WILLIAMSTOWN- RESURFACING & RELATED WORK ON ROUTE 43 (MM 7.9 TO MM 10.9) WESTFORD- INTERSECTION & SIGNAL IMPROVEMENTS @ ROUTE 110 & TADMUCK ROAD SPENCER- RESURFACING & RELATED WORK ON ROUTE 31 (MAPLE STREET & CHARLTON ROAD) REHOBOTH- RECONSTRUCTION (EMERGENCY REPAIR) OF WHEELER STREET CULVERT (R04-002) Approved Municipal BOSTON Municipal HUBBARDSTON Municipal SHARON TOWNSEND - RESURFACING & RELATED WORK ON ROUTE 13 BOSTON- ROADWAY RECONSTRUCTION ON CAMBRIDGE STREET FROM COURT STREET TO WEST CEDAR STREET HUBBARDSTON- RESURFACING AND RELATED WORK ON ROUTE 68, FROM WILLIAMSVILLE ROAD TO THE RUTLAND T.L. SHARON- RECONSTRUCTION OF NORTH AND SOUTH MAIN STREETS ( INCLUDING PART OF DEPOT STREET ) POST OFFICE SQUARE IMPROVEMENTS Municipal FOXBOROUGH FOXBOROUGH- ROADWAY RECONSTRUCTION IN THE CENTRAL BUSINESS DISTRICT Approved Municipal Municipal WORCESTER BOSTON WORCESTER- STREETSCAPE IMPROVEMENTS AT MAIN STREET & MAYWOOD STREET BOSTON- RECONSTRUCTION OF MELNEA CASS BOULEVARD Approved Approved MassDOT Planning Page 40 of 46 7/17/14 Approved Approved Approved Approved Approved Approved Approved Approved Variables Table: All variables used within the regression and maps analysis MassDOT Planning Variables Data Source Total Population U.S. Census 2010 All Minority population U.S. Census 2010 Percent Title VI Minority U.S. Census 2010 Number of Projects Project Expenditure (MassDOT) Project Expenditure MassDOT Highway Division Per Capita Expenditure Project Expenditure (MassDOT) Bachelor’s Degree American Community Survey 2012 High School Graduates American Community Survey 2012 Road Miles Chapter 90 FY 2015 Table FY 2015 Apportionment Chapter 90 FY 2015 Table Mean Household Income U.S. Census 2010 Page 41 of 46 7/17/14 Table 3: Top 10 Highest and Lowest Minority Municipalities in Massachusetts Top 10 highest percentage minority municipalities Muncipality Percent Title VI Minority Lawrence 79.53% Chelsea 74.75% Springfield 63.25% Randolph 60.91% Brockton 57.07% Holyoke 53.23% Boston 52.99% Lynn 52.43% Malden 47.50% Lowell 47.16% Top 10 lowest percentage minority municipalities Muncipality Percent Title VI Minority Chesterfield 2.70% Alford 2.63% Leyden 2.53% Petersham 2.43% Mount Washington 2.40% Monterey 2.39% Washington 2.23% Peru 2.13% Clarksburg 2.00% Chester 1.80% Table 4: Top 10 Highest and Lowest Per Capita Expenditure Municipalities in Massachusetts Top 10 Highest Per Capita Expenditure Municipality Per Capita Expenditure Tyringham $ 11,909.23 Washington $ 10,425.88 Monroe $ 10,179.93 $ 5,757.57 Savoy Rowe $ 5,405.13 Cummington $ 5,315.81 Groveland $ 5,129.47 Hawley $ 5,030.60 $ 4,975.65 Hancock Deerfield $ 4,310.91 MassDOT Planning Page 42 of 46 Top 10 Lowest Per Capita Expenditure Muncipality Per Capita Expenditure Rochester $ 29.60 Swampscott $ 20.49 Mashpee $ 20.04 $ 19.50 Watertown Malden $ 17.01 Tisbury $ 13.01 Upton $ 9.18 Sudbury $ 7.29 East Brookfield $ 7.18 Marblehead $ 0.98 7/17/14 Table 5: Top 10 Highest and Lowest English Proficiency Level Municipalities in Massachusetts Top 10 highest percent LEP Municipality LEP (%) Aquinnah Lawrence Chelsea Everett Randolph Malden Revere Springfield Brockton Lowell 100 100 98 96 91 88 77 75 75 74 Top 10 lowest percent LEP Municipality LEP (%) Yarmouth Whitman Franklin Milton Dartmouth Gloucester Falmouth Stoneham Beverly Plymouth 5 5 5 4 4 4 4 3 2 2 Note: LEP defined through the US Census Bureau classifying English proficiency based on decennial survey respondent’s self-perceived ability to speak English very well, not well, or not at all. Table 6: Top 10 Highest and Lowest FY 2015 Chapter 90 Apportionment Municipalities in Massachusetts Top 10 highest FY 2015 Apportionment Municipality FY 2015 Apportionment Boston $ 14,439,069 Worcester $ 4,109,477 Springfield $ 3,640,415 Cambridge $ 2,569,670 Newton $ 2,326,126 New Bedford $ 2,122,341 Brockton $ 2,030,878 Barnstable $ 2,018,738 Quincy $ 1,916,378 Fall River $ 1,902,500 MassDOT Planning Page 43 of 46 Top 10 lowest FY 2015 Apportionment Municipality FY 2015 Apportionment West Tisbury $ 82,464 Clarksburg $ 75,287 Alford $ 72,605 Mount Washington $ 71,055 Hancock $ 69,326 Monroe $ 67,398 Chilmark $ 65,426 New Ashford $ 43,755 Aquinnah $ 35,663 Gosnold $ 8,937 7/17/14 Table 7: Top 10 Lowest and Highest and Lowest Mean Household Income Municipalities in Massachusetts Municipality Adams Orange New Bedford Holyoke Fall River Springfield Lawrence Gosnold North Adams Monroe Top 10 lowest Mean Household Income Mean Household Income Title VI Minority (%) $ 52,606 3.76 $ 50,477 6.76 $ 49,506 32.1 $ 47,944 53.23 $ 47,898 16.6 $ 47,711 63.25 $ 47,114 79.53 $ 46,369 4 $ 45,382 8.83 $ 42,646 4.96 Municipality Weston Dover Wellesley Sherborn Sudbury Carlisle Concord Lexington Wenham Winchester Top 10 highest Mean Household Income Mean Household Income Title VI Minority (%) $ 295,822 16.59 $ 255,815 8.77 $ 231,669 17.59 $ 216,686 6.65 208,309 10.65 $ $ 205,298 12.26 $ 191,925 12.83 $ 191,350 26.3 $ 190,262 5.5 $ 181,124 14.34 Table 8: Top 10 Highest and Lowest Numbers of Projects for Massachusetts Municipalities MassDOT Planning Top 10 highest Number of Projects Municipality Number of Projects Boston 124 Cambridge 64 Worcester 49 Springfield 42 West Springfield 32 Chicopee 32 Newton 32 Northampton 31 Somerville 29 Holyoke 28 Top 10 lowest Number of Projects Municipality Number of Projects Sunderland Marion Hull North Brookfield Winthrop Ashby Stow Wellfleet East Brookfield Marblehead Municipalities with zero projects Mount Washington Leydon Chilmark Rockport Holland Truro Dover Provincetown Granville Wales Medfield Ayer Page 44 of 46 Gosnold Nahant Groton Aquinnah 7/17/14 1 1 1 1 1 1 1 1 1 1 Table 9: This table shows the municipalities which have planned projects but no funding, and those which have planned projects and funding in the look back period from 2008 – 2013 and TIP (2014 – 2017). As the table shows, the majority of the municipalities with no projects during the look back period also have no projects in the latest TIPs. These towns include Mount Washington, Dover, Medfield, Nahant, Rockport, Leydon, Aquinnah, Chilmark, Gosnold, Groton, and Granville. Municipality with no federally-funded projects in the look back period (2008 – 2013) MPO Mount Washington Dover Medfield Nahant Rockport Provincetown Truro Leydon Aquinnah Chilmark Gosnold Ayer Groton Granville Holland Wales Berkshire Boston Boston Boston Boston Cape Cod Cape Cod Franklin Martha’s Vineyard Martha’s Vineyard Martha’s Vineyard Montachusett Montachusett Pioneer Valley Pioneer Valley Pioneer Valley MassDOT Planning Page 45 of 46 % Minority Number of Projects with no funding in the TIP (2014 – 2017) Number of Projects with funding in the TIP (2014 – 2017) 2.40 % 8.77 % 6.08 % 4.49 % 4.11 % 11.52 % 5.99 % 2.53 % 44.05 % 4.16 % 4% 18.61 % 6.41 % 3.70 % 4.96 % 4.19 % 0 0 0 0 0 1 0 0 0 0 0 1 0 0 1 1 0 0 0 0 0 2 1 0 0 0 0 0 0 0 0 0 7/17/14 Appendix E – Survey Survey for Local Stakeholders MassDOT conducted a study with a five year look back period (2008 – 2013) to analyze how state and federal highway funded projects were distributed across the Commonwealth. In an effort to understand why some municipalities had either no projects or very few relative to others, we are conducting this survey to help us identify factors so that we can attempt to change this pattern going forward. Thank you for helping us to reach this goal. 1) In the past year, did you attend any MPO meetings for your region? a. Yes b. No If Yes how many as a percentage of all MPO meetings held? ______________ 2) If yes, what motivated you to attend? a. It was required as part of my job b. I wanted to secure funding for a project in my community c. I want to be involved in regional issues d. Other _______________________________________________________ 3) If no, why did you not attend? a. I do not have time or staffing resources to attend meetings b. I do not find the meetings to be relevant c. My community does not have projects ready for funding d. Other _______________________________________________________ 4) Were there any projects in your community that received state and federal funding? a. Yes b. No 5) In the past five state fiscal years, has your municipality utilized Chapter 90 funding for transportation project design? a. Yes If Yes, for how many projects? ______________ b. No c. I do not know. MassDOT Planning Page 46 of 46 7/17/14