Massachusetts, USA Shapefile with Education and Linquistic indicators for Massachusetts census tracts The shapefile contains the following variables: 1. OBJECTID - The unique ID for each record in the table 2. ID - The GIS-compatible Geographic Identifier 3. DISTRICTID - The unique ID for each school district 4. DISTNAME - Name of school District 5. STARTGRADE - Starting grade for school District 6. ENDGRADE - Ending grade for school District 7. DISTCODE4 - 4-Digit School District code 8. DISTCODE8 - 8-Digit School District code 9. AREA - Land area in square miles 10. SHAPE_LEN - Perimeter 11. EXPENDITUR - Student Expenditures(Expenditure per pupil) 12. _GRADUATE - Graduation rate(Percentage of students graduating) (Formula: GRADUATE/ENROLL) 13. _DROPPED - Dropout rate(Percentage of dropouts) (Formula: DROPOUT/ENROLL) 14. OF_TEACH - Percentage of Highly Qualified Teachers (HQT) (Formula: HQT/TEACHERS) 15. _OF_CORE - Percentage of core classes taught by qualified teachers (Formula:Total number of core classes/Number of core classes taught by qualified teachers) 16. 3RD_ENGLIS - Percentage of 3rd graders who met standards on English test (Formula: ENGLISH/ ENROLL_3) 17. 3RD_MATH - Percentage of 3rd graders who met standards on Math test (Formula: MATH/ ENROLL_3) 18. LOW_INCOME - Percentage of economically disadvantaged students (Formula: ECON/ ENROLL) 19. Z_GRADRT - z-score based on _GRADUATE (Formula: (_GRADUATE - Mean)/Standard Deviation) 20. Z_DROPOUT - z-score based on _DROPPED_ (Formula: (_DROPPED_ - Mean)/Standard Deviation) 21. Z_ADJ_DROP - Adjusted Z-score based on Z_DROPOUT (Formula: -Z_DROPOUT) 22. Z_LicTch - z-score based on _OF_TEACH (Formula: (_OF_TEACH - Mean)/Standard Deviation) 21. Z_HQ_CORET - z-score based on _OF_CORE_ (Formula: (_OF_CORE_ - Mean)/Standard Deviation) 22. Z_3RD_ENG - z-score based on 3RD_ENGLIS (Formula: (3RD_ENGLIS - Mean)/Standard Deviation) 23. Z_3RD_MATH - z-score based on 3RD_MATH (Formula: (3RD_MATH - Mean)/Standard Deviation) 24. Z_LOWINC - z-score based on LOW_INCOME (Formula: (LOW_INCOME - Mean)/Standard Deviation) 25. Z_ADJ_LOWI - Adjusted Z-score based on Z_LOWINC (Formula: -Z_LOWINC) 26. Z_EXP_STUD - z-score based on EXPENDITUR (Formula: (EXPENDITUR - Mean)/Standard Deviation) 27. Z_EDUC - Z-score for opportunity based on Education indicators (Formula: (Z_GRADRT + Z_ADJ_DROP + Z_LicTch + Z_HQ_CORET + Z_3RD_ENG + Z_3RD_MATH + Z_ADJ_LOWI + Z_EXP_STUD )/8) 28. X - Longitude 29. Y - Latitude 30. Edu_Cat - Education Opportunity Indicator/Cartegory 31. HH_TOT - Households Total 32. HH_LING - Households Linguistically isolated 33. POP_O5_TOT - Total Population 5 years and over in households 34. POP_5_LING - Population 5 years and over in households where all members speak a non-English language(Linguistically isolated) * - The Z-score is adjusted to ensure positive values of Z-score correspond to positive outcomes of the indicator Other Variables a. ENROLL - Total enrollment b. ECON - Total number of economically disadvantaged students c. ENROLL_3 - Total enrollment in Grade 3 d. MATH - Number of 3rd grade students meeting standards on Math test e. READ - Number of 3rd grade students meeting standards on Reading test f. HQT - Total number of certified teachers g. TEACHERS - Number of full-time-equivalent teachers h. GRADUATE - Total number of graduating students i. DROPOUT - Total number of dropouts * - Source: Massachusetts Department of Elementary and Secondary Education (http://www.doe.mass.edu/)