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Growth Centres for Kalaburagi District: Settlement Hierarchy by Scalogram, Centrality and Gravity Model

  • 12 slides
  • 15 viva questions
  • 6 modules
  • No code needed

@kalaburagi-district-growth-centre-hierarchyUpdated Oct 2026

An M.Plan regional thesis that ranks every settlement by what it offers and asks where the next investment should go

M.Plan, Regional Planning · Sem 8 (B.Plan) / 4 (M.Plan) · Advanced · 24 weeks · Solo

More info
Level
Advanced · 24 weeks · Solo
Relevant for
All India
Common at
ITPI / AICTE model curriculum, School of Planning and Architecture, New Delhi, CEPT University
Syllabus
ITPI ITPI / AICTE model · Planning Thesis (individual; report + drawings + jury) · Semester 8 (B.Plan) / 4 (M.Plan)
Tech stack
  • QGIS (network analysis, joins, thematic mapping)
  • Census 2011 Village & Town Directory
  • Census 2011 Primary Census Abstract
  • Excel / SPSS (scalogram, centrality, correlation)
  • OpenStreetMap road network
  • AutoCAD (plan sheets)
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  1. Pinned

    1 min

    Overview

    This M.Plan regional-planning thesis identifies a hierarchy of settlements and a set of growth centres for Kalaburagi district in the Kalyana Karnataka region — an area that the state's own High Power Committee on regional imbalances (the Nanjundappa Committee, 2002) identified as among the most backward in Karnataka, and which now receives special development provisions under Article 371J of the Constitution.

    Regional backwardness is partly a spatial problem: schools, health centres, banks, markets and bus services are spread thinly, so villages far from the few well-served towns cannot reach them. Growth-centre planning, rooted in Christaller's central place theory and applied in India since the 1970s, asks which settlements already have the functions and connectivity to serve their hinterland, and where new investment would spread services most widely.

    The thesis uses Census 2011 Village and Town Directory data on amenities for every settlement in the district. It builds a scalogram (Guttman scale) of functions, computes a functional centrality index that weights each function by how rare it is, measures connectivity on the road network in QGIS, and estimates interaction between settlements with a gravity model. These are combined into a four-tier settlement hierarchy, mapped with service catchments, and used to propose growth centres, service centres and missing links — framed within district-planning practice under the 73rd and 74th Amendments.

    Syllabus alignment

    ITPI · ITPI / AICTE model

    Planning Thesis (individual; report + drawings + jury) · Semester 8 (B.Plan) / 4 (M.Plan)

    Subjects this project applies
    • Regional Planning Theories and Techniques
    • Planning Techniques (quantitative methods, scalogram, gravity model)
    • Remote Sensing and GIS for Planning
    • Rural Development and Settlement Planning
    • Economics of Planning (regional disparities)
    • Planning Legislation and Policy (district planning, 73rd/74th Amendments)
    How it is evaluated

    Team: thesis individual; studios in groups

    1 min read · 15 viva questions

  2. 2 min

    Synopsis

    Abstract

    Kalaburagi district is marked by low urbanisation, dispersed villages and uneven access to services. This thesis applies established regional-planning techniques — scalogram analysis, functional centrality indices, network connectivity and gravity-model interaction — to Census 2011 settlement data in QGIS to derive a settlement hierarchy and identify candidate growth centres. The outcome is a spatial framework of growth centres, service centres and linkages that could guide district-level investment in health, education, markets and transport.

    Introduction

    The district lies in the Deccan plateau with black-cotton soils, rain-fed agriculture (pulses, especially tur, and jowar), and a few irrigated pockets. The district headquarters dominates services and employment; taluk towns follow; most villages depend on weekly markets and long bus journeys for anything beyond primary schools. The region's backwardness has been recognised in state policy and in the constitutional amendment that created Article 371J, with a dedicated development board and reserved funds.

    Literature gap

    Growth-centre studies in India, following R. P. Misra and the Mysore school of regional planning, often use scalogram and centrality methods on older census data and stop at ranking. Recent work on Kalyana Karnataka tends to focus on indicator-based backwardness indices at taluk level. There is a gap for a settlement-level, GIS-based hierarchy that combines functions, connectivity and interaction, tested for sensitivity and mapped as service catchments that planners can use directly.

    Existing approach vs proposed approach

    • Existing: investment follows administrative units and political demand; new facilities are often placed in taluk headquarters regardless of catchment; there is no settlement hierarchy in current district plans that planners can refer to.
    • Proposed: an explicit, reproducible hierarchy with four tiers, catchments measured on the road network, and a shortlist of growth centres justified by function, centrality, connectivity and interaction scores.

    Feasibility

    • Data: Census 2011 Village and Town Directory and Primary Census Abstract are public; road networks are available from OpenStreetMap and can be checked against district maps.
    • Technical: QGIS network-analysis tools, joins and thematic mapping, with Excel or SPSS for scalogram and correlation, run on an ordinary laptop.
    • Institutional: results are expressed in the tiers and terms used in district planning, so they can be discussed with the district planning committee and line departments.
  3. 1 min

    Problem statement

    Kalaburagi district has one of the lowest levels of development in Karnataka, and services are concentrated in the district headquarters and a few taluk towns. A large share of villages must travel long distances on poor roads to reach secondary schools, community health centres, banks, regulated markets and colleges. Public investment decisions are made scheme by scheme without a shared spatial framework, so new facilities do not always reach the settlements best placed to serve their hinterland, and some well-located villages remain under-equipped.

    The problem this thesis addresses is: which settlements in Kalaburagi district should be developed as growth centres and service centres so that essential functions reach the largest rural population within a reasonable travel distance, and what linkages are missing? The answer must be derived from settlement-level data using transparent, tested regional-planning techniques.

  4. 1 min

    Objectives & scope

    1. 01Build a settlement database for the district from Census 2011 Village and Town Directory and Primary Census Abstract data joined to settlement locations in QGIS.
    2. 02Construct a scalogram of functions and test it with Guttman's coefficient of reproducibility.
    3. 03Compute a functional centrality index for every settlement, weighting functions by their rarity.
    4. 04Measure network connectivity and accessibility of settlements on the road network.
    5. 05Estimate interaction between major settlements with a gravity model and identify their spheres of influence.
    6. 06Classify settlements into a four-tier hierarchy and test the sensitivity of the classification to method choices.
    7. 07Propose growth centres, service centres, facility additions and missing road links for the district.

    Scope

    In scope

    • All inhabited villages and towns of Kalaburagi district as enumerated in Census 2011, analysed at settlement level and summarised by taluk.
    • Functions covered by the Village and Town Directory: education, health, banking and credit, markets, communication, transport, power, drinking water and administration.
    • Road-network accessibility and gravity-based interaction between higher-order settlements.
    • A spatial framework of growth centres, service centres and linkages with indicative facility additions.

    Out of scope

    • Detailed economic base or input–output analysis of the district.
    • Primary household surveys across the district (limited field verification only).
    • Project-level costing and budgeting of proposed facilities.
    • Settlements in neighbouring districts, except as external attractors noted qualitatively.
  5. 1 min

    Methodology

    The thesis follows a quantitative spatial research design with field verification and a proposals stage over about 24 weeks.

    StageWeeksWorkOutput
    1. Literature & framework1–3Central place theory, growth-pole and growth-centre theory, Indian growth-centre studies, backwardness reports for the regionFramework, function list, indicators
    2. Database4–7Extract Village and Town Directory and PCA tables, clean codes, geocode settlements, build road network from OpenStreetMap and district mapsSettlement geodatabase
    3. Functional analysis8–11Scalogram with coefficient of reproducibility, functional centrality index, population-function correlationScalogram table, centrality ranking
    4. Spatial analysis12–14Network distances, accessibility index, gravity-model interaction, spheres of influenceAccessibility and interaction maps
    5. Hierarchy & testing15–17Composite index, four-tier classification, sensitivity tests, field visits to eight to ten sample settlementsHierarchy map, verification notes
    6. Proposals & jury18–24Growth centres, service centres, facility gaps, link proposals, report and sheetsProposal sheets, report, presentation

    Field verification: short visits to a sample of settlements from each tier to check whether listed facilities actually function, with observation notes and conversations with gram panchayat members. No personal data is recorded.

  6. 1 min

    Architecture & tech stack

    • QGIS (network analysis, joins, thematic mapping)
    • Census 2011 Village & Town Directory
    • Census 2011 Primary Census Abstract
    • Excel / SPSS (scalogram, centrality, correlation)
    • OpenStreetMap road network
    • AutoCAD (plan sheets)

    The study design moves from settlement data to a tested hierarchy and then to proposals. The flowchart is the method sheet used in the report and at the jury.

    flowchart TD
      A[Census 2011 Village & Town Directory] --> C[Settlement database in QGIS]
      B[Primary Census Abstract] --> C
      D[Road network: OSM + district maps] --> E[Network distances]
      C --> F[Scalogram + coefficient of reproducibility]
      C --> G[Functional centrality index]
      E --> H[Accessibility index]
      C --> I[Gravity model interaction]
      E --> I
      F --> J[Composite settlement score]
      G --> J
      H --> J
      I --> K[Spheres of influence]
      J --> L[Four-tier hierarchy]
      K --> L
      L --> M{Sensitivity tests + field verification}
      M --> N[Growth centres and service centres]
      N --> O[Facility gaps and missing links]
      O --> P[Regional spatial framework]

    Technique logic

    • Scalogram: settlements in rows ordered by number of functions, functions in columns ordered by how many settlements have them; a coefficient of reproducibility close to 1 shows the functions follow a hierarchical pattern.
    • Functional centrality index: each function carries a weight inversely proportional to the number of settlements that have it, so a hospital adds more centrality than a primary school.
    • Gravity model: interaction between two settlements is proportional to the product of their populations (or centrality scores) and inversely proportional to a power of the network distance between them; the breaking point between two centres defines their spheres of influence.
    • Hierarchy: composite scores are classified into four tiers — district centre, growth centres, service centres and basic villages — and each tier's catchment is drawn on network distance.
  7. 6 modules

    Modules

    • Settlement Database

      Extracts and cleans Census 2011 Village and Town Directory and Primary Census Abstract tables, matches location codes, geocodes every settlement as a point in QGIS and joins the amenity and population attributes.

    • Scalogram Analysis

      Arranges settlements and functions into a Guttman scalogram, counts errors, computes the coefficient of reproducibility and uses the pattern to identify threshold functions that separate one level of the hierarchy from the next.

    • Functional Centrality Index

      Assigns each function a centrality weight based on its rarity in the district, sums weighted functions for every settlement and produces a ranked list that is compared with population to find over- and under-served settlements.

    • Accessibility & Network Analysis

      Builds a routable road network from OpenStreetMap checked against district maps, computes shortest-path distances between settlements and to higher-order centres, and derives an accessibility index for every settlement.

    • Gravity Model & Spheres of Influence

      Estimates interaction between higher-order settlements, calculates breaking points along connecting roads, and maps the spheres of influence of the district headquarters, taluk towns and emerging centres.

    • Hierarchy & Regional Proposals

      Combines the indices into a four-tier hierarchy, tests its stability, and proposes growth centres, service centres, facility additions and missing road links as a regional spatial framework for the district.

  8. Locked

    Presentation

    12 slides with speaker notes. The outline below is free; the bullets, notes and the generated .pptx unlock with the project.

    1. Growth Centres for Kalaburagi District
    2. Why this thesis
    3. Aim, objectives, scope
    4. Theory
    5. District profile
    6. Data and method
    7. Scalogram & centrality
    8. Accessibility
    9. Interaction
    10. Settlement hierarchy
    11. Proposals
    12. Conclusion & future scope

    Bullets, speaker notes and the .pptx download unlock with the project.

    Presentation is locked: 12 slides, Speaker notes, .pptx download.

  9. Locked

    How to run

    A research, analysis or design project, so there's no code bundle: 8 steps to carry it out with QGIS (network analysis, joins, thematic mapping), Census 2011 Village & Town Directory and Census 2011 Primary Census Abstract.

    The good part is behind this lock. Like every good viva answer.

    How to run is locked: 8 steps.

  10. 1 min

    Future scope

    • Update the hierarchy with the next census and current facility registers from line departments.
    • Add economic functions such as agro-processing units and mandis to link growth centres to the district's pulse economy.
    • Use travel-time rather than distance, based on bus timetables, for a public-transport accessibility view.
    • Model the effect of proposed road links on accessibility before and after.
    • Extend the analysis to all districts of Kalyana Karnataka for a region-wide framework.
  11. 7 sources

    References

    1. Christaller, W. — Central Places in Southern Germany (English translation, 1966)
    2. Misra, R. P. — Regional Planning: Concepts, Techniques, Policies and Case Studies
    3. High Power Committee for Redressal of Regional Imbalances, Government of Karnataka — Final Report (2002)
    4. Constitution of India — Article 371J (Special provisions for the Hyderabad-Karnataka region)
    5. Census of India 2011 — District Census Handbook: Village and Town Directory
    6. URDPFI Guidelines 2015 — Town and Country Planning Organisation, MoHUA
    7. QGIS User Guide

    Cite this bundle

    OnlyProjects. (2026). Growth Centres for Kalaburagi District: Settlement Hierarchy by Scalogram, Centrality and Gravity Model: M.Plan Regional Planning project bundle [Educational resource]. https://onlyprojects.online/projects/mplan-regional-kalaburagi-district-growth-centre-hierarchy

Slides, diagrams & files

12 slides. Titles are free; bullets, speaker notes and the .pptx unlock with the project.

  1. SLIDE 1

    Growth Centres for Kalaburagi District

  2. SLIDE 2

    Why this thesis

  3. SLIDE 3

    Aim, objectives, scope

  4. SLIDE 4

    Theory

  5. SLIDE 5

    District profile

  6. SLIDE 6

    Data and method

  7. SLIDE 7

    Scalogram & centrality

  8. SLIDE 8

    Accessibility

  9. SLIDE 9

    Interaction

  10. SLIDE 10

    Settlement hierarchy

  11. SLIDE 11

    Proposals

  12. SLIDE 12

    Conclusion & future scope

Architecture diagram

1
flowchart TD
  A[Census 2011 Village & Town Directory] --> C[Settlement database in QGIS]
  B[Primary Census Abstract] --> C
  D[Road network: OSM + district maps] --> E[Network distances]
  C --> F[Scalogram + coefficient of reproducibility]
  C --> G[Functional centrality index]
  E --> H[Accessibility index]
  C --> I[Gravity model interaction]
  E --> I
  F --> J[Composite settlement score]
  G --> J
  H --> J
  I --> K[Spheres of influence]
  J --> L[Four-tier hierarchy]
  K --> L
  L --> M{Sensitivity tests + field verification}
  M --> N[Growth centres and service centres]
  N --> O[Facility gaps and missing links]
  O --> P[Regional spatial framework]

Files

Viva questions & answers

3 of 15 questions free. Explain each answer in your own words before you move on.

  1. Concept

    Explain threshold and range in central place theory.

    Threshold is the minimum population or demand needed to support a function, such as a hospital. Range is the maximum distance people will travel to use it. Higher-order functions have larger thresholds and ranges, so they appear in fewer, larger centres, which is what produces a hierarchy.

  2. Concept

    What is the difference between a growth pole and a growth centre?

    A growth pole, from Perroux, is a set of propulsive industries that generate growth in an economic space. A growth centre is its spatial application: a settlement that concentrates services and activities and spreads development to its hinterland. My thesis works with growth centres in the spatial sense.

  3. Concept

    What does the coefficient of reproducibility tell you?

    It measures how closely the scalogram follows a perfect hierarchical pattern, where every settlement with a higher-order function also has all lower-order ones. It is one minus the ratio of errors to total cells; values close to one mean the functions can be treated as a hierarchy.

+12 more questions

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For educational purposes only. Use this bundle to understand how the project works, then build and write your own. Submitting it verbatim is between you, your conscience and your external examiner.