Arcgispekerjaan

I want a complete Land-Use/Land-Cover history for the years 2006 through 2024 and a companion set of twenty morphometric layers for a catchment in Northeast India, all prepared in ArcGIS (Pro or Desktop). I have already gathered multi-temporal satellite imagery and several open GIS databases; you are welcome to supplement them if you feel additional scenes (e.g., Landsat 8, Sentinel-2) or DEMs will sharpen the results. The LULC portion should deliver one classified raster for every calendar year, harmonised to a common legend so change detection is straightforward. Overall classification accuracy should reach at least 85 %, and please include the confusion matrices so I can verify them. For morphology I need twenty parameters. Core layers such as slope, drainage density, TWI, ND...

I want a complete Land-Use/Land-Cover history for the years 2006 through 2024 and a companion set of twenty morphometric layers for a catchment in Northeast India, all prepared in ArcGIS (Pro or Desktop). I have already gathered multi-temporal satellite imagery and several open GIS databases; you are welcome to supplement them if you feel additional scenes (e.g., Landsat 8, Sentinel-2) or DEMs will sharpen the results. The LULC portion should deliver one classified raster for every calendar year, harmonised to a common legend so change detection is straightforward. Overall classification accuracy should reach at least 85 %, and please include the confusion matrices so I can verify them. For morphology I need twenty parameters. Core layers such as slope, drainage density, TWI, ND...

I have eight GDB-format geodatabases—about 10 GB each and roughly 140 layers apiece—that need to be merged into one consolidated repository within five days. During the transfer I expect strict validation, with data accuracy as the non-negotiable priority. Here is what I need from you: • Plan and carry out the migration using whatever stack you believe will deliver fastest and safest results (ArcGIS Pro / ArcPy, FME, GDAL/OGR, PostGIS tools, Python automation, etc.). • Run comprehensive checks on geometry, attribute completeness, and spatial reference so that every feature reaches the target store intact and correct. • Produce a brief report summarising the validation steps taken and any fixes applied, plus reusable scripts or workspace files so I ca...

...ground up. The end-goal is practical, job-ready skill enhancement rather than formal certification, so every concept must translate directly to day-to-day project work. Scope * Design and deliver a curriculum that balances fundamentals with advanced techniques, moving from basic layer creation through to interactive 3D scene building. * Work with whichever stack you feel is most effective—ArcGIS Pro, ArcGIS Online, QGIS, CityEngine, or complementary tools like PostGIS and Blender—so long as trainees leave able to choose and justify the right tool for a task. * Blend lecture-style explanations with hands-on exercises using real-world datasets I will supply (municipal infrastructure and environmental layers). * Structure the timetable so the entire group can par...

...ground up. The end-goal is practical, job-ready skill enhancement rather than formal certification, so every concept must translate directly to day-to-day project work. Scope • Design and deliver a curriculum that balances fundamentals with advanced techniques, moving from basic layer creation through to interactive 3D scene building. • Work with whichever stack you feel is most effective—ArcGIS Pro, ArcGIS Online, QGIS, CityEngine, or complementary tools like PostGIS and Blender—so long as trainees leave able to choose and justify the right tool for a task. • Blend lecture-style explanations with hands-on exercises using real-world datasets I will supply (municipal infrastructure and environmental layers). • Structure the timetable...

Provide support for generating and visualizing 3D plume in ArcGIS Pro using interpolated concentration data.

- 1. Use the excel sheet of over 400 homeless people (copy of ). Download it here below - 2. Go to Miami dade gov gis data site and download Miami dade county streets - 3. Make an address locator. Locate...address locator. Locate the addresses - 4. Make a ½ mile buffer around these locations - 5. Make 3 zones (polygons) where the large concentration of homeless are - 6. Use census tracts to find locations that you would like to move this population to, based on whatever data you judge to be most adequate - 7. Make 3 new zones (polygons) where the homeless population should be relocated to - 8. In ArcGIS map layout, make a pdf map with all map elements (including title, short map description, scale bar, ect.) - 9. Upload your screenshots of each step and your final ma...

...FBX or another widely used format) built from up-to-date DEM or LiDAR data. • Distinct, editable layers for terrain elevation, inland and coastal waters, and vegetation zones so I can isolate or combine them during analysis. • A clean, labelled screenshot set that shows overall perspective plus close-ups of key geographic features for verification. I’m flexible on the software you choose—ArcGIS, QGIS, Blender, 3ds Max, or similar—so long as the final output retains geospatial accuracy and can be re-projected if required. Please tell me which data sources you intend to use and your approach to ensuring vertical and horizontal accuracy. If you have examples of previous terrain or GIS-driven 3D work, sharing a link will speed up the selection pr...

I need elevation mapping for civil excavations using provided survey data. The data is in CSV format and includes coordinates and elevations. Requirements: - Import and process CSV data - Generate accurate elevation maps - Deliver maps in a suitable format (e.g., GeoTIFF, PDF) Ideal Skills: - Proficiency in GIS software (e.g., QGIS, ArcGIS) - Experience with CSV data manipulation - Strong attention to detail Please include samples of similar work.

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I'm looking for an expert in ArcGIS to help me with map creation for my pbpl001 exercise. I need guidance to ensure I achieve full marks. Ideal skills and experience: - Proficiency in ArcGIS software - Experience in map creation and design - Ability to work with various data types

...schemas I provide. Platform Interoperability: Producing high-quality outputs in GeoPackage (.gpkg) and Shapefile (.shp) formats that are fully compatible across QGIS, ArcMap, and Google Earth. Data Hygiene: Ensuring all layers are in the correct Coordinate Reference System (typically NAD83 / UTM zone 20N) and free of geometry errors. Technical Requirements Proficiency in QGIS (preferred) or ArcMap/ArcGIS Pro. Proven experience in georeferencing complex PDF documents with high spatial accuracy. Ability to work with various spatial data formats (KML, GeoJSON, TIFF, GPKG). Strong attention to detail—topology matters (no overlaps, no gaps). Future Phase: GUI Development (Python/PyQGIS) Beyond standard data production, I am looking to potentially develop a simple, custom ...

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Extend support in preparing custom map layouts in ArcGIS

I need an assistant for ArCGIS to transform my basic maps to professional client presentable sketches and do some basic job editing etc,

...LULC—accurately georeferenced to the same coordinate system as the originals. • Clearly named attribute fields that mirror the original legend or layer structure. • Topology checked so polygons close properly and linework is snapped where appropriate. • Delivery of all working files plus a quick “read-me” summarising projection details and any assumptions you had to make. If you prefer to work in ArcGIS, QGIS or another standard GIS tool, that’s fine by me as long as the final output is a rock-solid shapefile set ready for immediate use in my own QGIS environment. I’ll supply the source files, legends and any additional reference layers as soon as we start. Let me know your estimated turnaround time and a brief outline of the s...

...remain clear and traceable. • Design the map in a style consistent with leading policy institutes such as CFR, RAND, or Stratfor—clean typography, subdued colour palette, and a balanced mix of political boundaries and operational overlays. • Deliver a single, high-resolution PNG suitable for insertion into PowerPoint and PDF reports (minimum 5,000 px on the long edge). If you work in QGIS, ArcGIS Pro, or Illustrator, please also include the layered source file so my team can apply future updates. Acceptance criteria 1. Accurate plotting of each site within ±10 km where open-source coordinates allow. 2. Arabic text properly shaped and legible at both print (300 dpi A4) and screen (1080p) sizes. 3. Legend, scale bar, north arrow, and citation block...

I’m working on a telecommunications rollout and need a seasoned ArcGIS specialist who has already tackled telco (or comparable pipeline) datasets. The raw data—fiber routes, duct banks, splice points, service areas, customer layers, and field survey updates—are ready on my side in file geodatabase and shapefile formats. Your mission is twofold: 1. Perform solid spatial data analysis to confirm route integrity, detect overlaps or gaps, flag right-of-way issues, and derive key metrics such as total trench length and premises passed. 2. Transform the results into compelling map products—both static PDFs for executive decks and an interactive web map (ArcGIS Online or Enterprise) for my engineering team. To do that you will need to: • Clean a...

GIS Cartographer Needed for Historical World Map Design Summary Cartographer Needed – Pal...wrap logic preserved Borders should feel embedded in the world, not floating above it. Technical Specifications • Final size: 24 x 36 inches (horizontal orientation) • Minimum 300 DPI • Print-ready export • Layered deliverables required (AI, PSD, or equivalent) • Separate editable layers for terrain, shelves, ice sheets, and territory borders Required Skillset • Strong GIS experience (ArcGIS or QGIS preferred) • Experience with bathymetric contouring • Experience creating print-ready cartographic products • Ability to balance scientific realism with gameplay readability • Portfolio required If you cant submit your portfol...

Estoy buscando un profesional con experiencia en Python, ArcGIS y QGIS para ejecutar un proyecto que ya está completamente diseñado, con el objetivo de obtener resultados geoespaciales de erosión, acumulación, cambios en la cobertura vegetal y zonas de riesgo por inundación en la cuenca del río Caluma. El proyecto ya está configurado, y solo necesito ayuda para ejecutar los siguientes pasos: Ejecutar scripts en Python para procesar los datos geoespaciales que ya se tienen. Generar mapas y resultados geoespaciales utilizando ArcGIS y QGIS a partir de imágenes satelitales y los índices NDVI, NDWI y SAR. Obtener resultados en formatos geoespaciales (.tiff y otros formatos de salida) a partir de los análisi...

...the clean visual style expected of a topographic sheet. Scope of work You will source or integrate the best-available spatial layers, prepare them in a consistent projection, and style the map so that land-use and land-cover categories are immediately readable. Contours or elevation shading are optional; the priority is accurate, well-symbolised land-cover detail. Preferred workflow QGIS, ArcGIS Pro, or any equivalent open-source tool is fine as long as the final files open flawlessly on my end. Please keep all intermediate steps reproducible so I can update the map later if new data arrives. Deliverables • High-resolution PDF and PNG exports suitable for print and screen • Layered GIS package (SHP or GeoPackage) containing the styled map and raw layers &bu...

SWAT, QGIS, ARCGIS ETC URGENT BASIS Water Yield Modelling from Forest Plantations Catchment in Sarawak by using Soil and Water Assessment Tool (SWAT) model.

I need a production-ready dashboard built in ArcGIS Experience Builder that pulls directly from my existing GIS datasets. The interface should present the layers in an intuitive, interactive layout—maps, summary cards, charts, or other widgets you feel best communicate the data—so end-users can explore key metrics at a glance and drill down into details when needed. You’ll handle the full configuration inside Experience Builder: data connections, widget setup, styling to match our brand, and clear deployment instructions so I can publish and maintain the experience afterward. Please include links or screenshots of past ArcGIS Experience Builder or Web AppBuilder dashboards you’ve delivered; seeing your previous work will help me gauge fit and quality....

...weekly) or on demand Technical considerations (open to suggestions): Python, JavaScript, or similar GIS / map data handling (ArcGIS, Leaflet, Mapbox, etc.) CAPTCHA / rate-limit safe approach (no black-hat methods) Clean, maintainable code with documentation Please provide: Estimated cost Timeline Relevant past experience or examples Any assumptions or limitations (data availability, map restrictions, etc.) This is for legitimate research and business intelligence purposes using publicly available data. • api first data collection from official government sources wherever available • for maps without APIs, compliant data extraction + gis parsing (arcgis/mapbox formats) • python handles data fetching + normalization • google sheets will be th...

I have two georeferenced GeoJSON layers and need them joined by location in ArcGIS using arcpy. The join must follow the Intersect rule—any overlap between features should merge their attributes. The end product I’m after is a single, clean georeferenced dataset that I can drop straight back into my mapping workflow. Here’s what I need from you: • An arcpy script (suitable for ArcGIS Pro or ArcMap 10.x) that reads the two GeoJSON inputs, performs the intersect-based Spatial Join, and writes out the new dataset. • Clear, inline comments so I can tweak field mappings later on. • A brief run-through in the script header or a separate README explaining required libraries, how to execute the code, and where the output will appear. If the la...

SWAT, QGIS, ARCGIS ETC URGENT BASIS Water Yield Modelling from Forest Plantations Catchment in Sarawak by using Soil and Water Assessment Tool (SWAT) model.

SWAT, QGIS, ARCGIS ETC URGENT BASIS Water Yield Modelling from Forest Plantations Catchment in Sarawak by using Soil and Water Assessment Tool (SWAT) model.

Hello, I am a professional GIS Specialist with advanced expertise in ArcGIS Pro and extensive experience in georeferencing imagery with high spatial accuracy. I have successfully completed multiple georeferencing projects involving: • Accurate control point placement and adjustment • Selection of appropriate transformation methods • RMS error optimization and validation • Proper coordinate system and projection management • Clean and well-structured ArcGIS Pro project delivery I carefully reviewed the assignment (Georeference Imagery in ArcGIS Pro), and I can complete it efficiently while ensuring precision and strict adherence to the required workflow. What differentiates me is not just completing the steps, but ensuring the georefere...

I need someone with the ability to use ArcGIS Pro. The link below is my assignment step by step Ideal Skills: - Proficiency in ArcGIS Pro - Experience with georeferencing - Attention to detail Please share relevant experience in your application. Need this done ASAP.

Please download the historical imagery of Miami in 1952 in a jpeg file as I have provided On a blank map, add a Basemap, add major roads and water bodies (from the ArcGIS Online portal; likely part of a larger dataset i.e., "USA Roads"), and add the image Miami 1952. GeoReference the image to the real world. Produce a map showing how the highway system destroyed Overtown (include a description and all other necessary map elements). Make sure your map is legible and use an appropriate scale. Also, include all map elements: a title, a short description of the map, a description of the classification scheme, a legend, a north arrow, credits for map maker, map date, and data sources, and a scale bar. Return to me the map as a PDF or image. //////////////////////////////...

I need someone with the ability to use ArcGIS Pro. The link below is my assignment step by step Ideal Skills: - Proficiency in ArcGIS Pro - Experience with georeferencing - Attention to detail Please share relevant experience in your application. Need this done ASAP.

...trabajar con herramientas tipo ArcGIS API for JavaScript o , siempre que la solución final quede ligera, intuitiva y fácil de mantener en mi propio servidor. Alcance funcional • Superposición de capas CAD sobre el mapa base • Visualización de ortofotos y planimetría con control de opacidad • Marcadores interactivos que desplieguen ventanas con información detallada • Selector de capas y leyenda dinámica • Documentación de instalación y breves instrucciones de uso Entrego mis capas y ortofotos en los formatos habituales; necesito que me orientes sobre la conversión o publicación si hiciera falta. Una vez finalizado el trabajo, debe quedar un proyecto limpio donde yo pu...

I need someone to geocode about 6000 addresses to determine which Illinois townships they belong to, and in what proportion. This is an annual project. Requirements: - Geocode addresses using preferred mapping service (ArcGIS or alternatives) - Provide results ideally mapped with numbers included, but Excel or CSV format is acceptable Ideal Skills and Experience: - Proficiency in geocoding and using mapping services, especially ArcGIS - Experience with handling and processing large datasets in Excel or CSV - Ability to create clear, accurate maps

...para poder reproducir el entrenamiento. Entregables esperados Modelo entrenado. Script de entrenamiento e inferencia (Python). Instrucciones de instalación y ejecución (README). Métricas de evaluación del modelo (Precision, Recall, mAP). Contexto técnico Las imágenes provienen de vuelos de dron sobre cultivos de palma aceitera en Ecuador. Los resultados serán utilizados posteriormente en ArcGIS/QGIS para análisis espacial y validación agronómica. No busco que el freelancer realice la tesis, sino apoyo técnico en la implementación del modelo y buenas prácticas en computer vision. Criterios de finalización El proyecto se considerará finalizado cuando el modelo alcance ...

...elevación digital plenamente coherente. El objetivo final es emplearlo en la generación de terreno 3D —principalmente dentro de QGIS— aunque me interesa que funcione sin ajustes adicionales en cualquier otro entorno GIS corriente (ArcGIS, AutoCAD Civil 3D, etc.). Qué espero recibir • Un archivo DEM (GeoTIFF) ya fusionado y libre de discontinuidades o bordes visibles. • Metadatos intactos: mismo sistema de coordenadas, resolución y valores NoData correctamente definidos. • Un pequeño informe que describa el flujo de trabajo (p. ej., comandos GDAL o pasos en ArcGIS) para reproducir el resultado en caso necesario. La precisión es prioritaria, así que la interpolación en la línea ...

...control points to lock the drawing down. Your task is to carry out the georeferencing and return a clean, topologically sound shapefile. If you prefer to add an extra export (e.g., GeoPackage or geodatabase) to preserve the same accuracy, that is welcome as well—just let me know. Because the project hinges on extremely tight tolerances, I’ll want a brief note on the workflow you plan to follow (ArcGIS Pro, QGIS, AutoCAD Map 3D, or other) and any quality-control checks you’ll apply to verify millimeter accuracy. A quick screenshot or small test sample demonstrating alignment against the supplied control points will be the first milestone; the final delivery follows once we confirm the fit is on target. Deliverables • Georeferenced shapefile(s) in ...

I have a cleaned set of monthly-average rainfall figures for the entire island and need them visualised in ArcGIS Pro. The job is to import the tables, geocode or join them to the correct administrative boundaries, apply meaningful symbology, and generate a series of ready-to-print layouts (A3 PDF) as well as the fully editable .aprx project with all layer files. Scope • Build or update a file-geodatabase that stores the rainfall data by district or station. • Choose and document an appropriate interpolation method (e.g., IDW or kriging) for continuous surface maps, then clip to the Sri Lankan boundary. • Produce at least two map styles: a choropleth of monthly means and an interpolated raster surface, each with scale bar, legend, north arrow, and metadata. &...

I need an experienced political–risk analyst to map current and emerging security threats in the Asia-Pacific region and show what they mean for my organisation’s near-term decisions. Your brief is a forward-looking geopol...key threats, likelihood-impact scores, and one-year outlook • Risk matrix and heat map that visualise those scores • Two scenario narratives with actionable mitigation advice • 30-minute debrief call to walk through findings and answer one week later will keep us on track. Rigorous sourcing, clear logic, and crisp writing are essential for acceptance. If you already work with tools like Palantir, ArcGIS, or Tableau, mention it so I understand how you’ll present the data. Help me see around corners in the Asia-Pacific security la...

I need an experienced political–risk analyst to map current and emerging security threats in the Asia-Pacific region and show what they mean for my organisation’s near-term decisions. Your brief is a forward-looking geopoli...matrix and heat map that visualise those scores • Two scenario narratives with actionable mitigation advice • 30-minute debrief call to walk through findings and answer questions An initial draft in seven days and the final version one week later will keep us on track. Rigorous sourcing, clear logic, and crisp writing are essential for acceptance. If you already work with tools like Palantir, ArcGIS, or Tableau, mention it so I understand how you’ll present the data. Help me see around corners in the Asia-Pacific security lands...

I’m preparing an Emergency Action Plan for a college Risk Management / Outdoor Leadership course and I need a single, highly accurate topographic trail map produced with professional GIS software (ArcGIS, QGIS or equivalent). The finished map must be digital—delivered as a print-ready PDF and a high-resolution image—because I’ll be submitting it electronically for grading. Scope • Take my trail data, elevation information and any additional inputs I supply and turn them into a clean, easily readable layout. • Contours, scale bar, north arrow and a clear legend are essential so the map can be referenced quickly during an incident. • Key points along the route—landmarks, potential hazards and emergency access locations—must sta...

I’m preparing an Emergency Action Plan for a college Risk Management / Outdoor Leadership course and I need a single, highly accurate topographic trail map produced with professional GIS software (ArcGIS, QGIS or equivalent). The finished map must be digital—delivered as a print-ready PDF and a high-resolution image—because I’ll be submitting it electronically for grading. Scope • Take my trail data, elevation information and any additional inputs I supply and turn them into a clean, easily readable layout. • Contours, scale bar, north arrow and a clear legend are essential so the map can be referenced quickly during an incident. • Key points along the route—landmarks, potential hazards and emergency access locations—must sta...

I’m compiling a high-precision parcel map that covers multiple counties in Ohio, focusing specifically on accurate surveying and...brief QA/QC report listing checks run, error rates, and any parcels that need follow-up ground verification Acceptance criteria: • Parcel boundaries align to visible physical or survey markers within sub-meter tolerance • No slivers, overlaps, or gaps between adjacent parcels once topology rules are enforced • All attributes validated and free of null geometry Use whatever toolchain suits you—ArcGIS Pro, QGIS, AutoCAD Map-3D, or another precision-friendly platform—but stay fully transparent in your process so the output can slot straight into our existing GIS. If you’re ready to turn raw imagery into survey-gr...

I need to reproduce the workflow from my previous project inside ArcGIS Online and end up with a polished Experience Builder application that pinpoints and ranks target areas. The goal is to mirror every spatial analysis step I have already validated—hotspot analysis, suitability modeling and proximity analysis—then wrap the results in an interactive web product that stakeholders can explore in real time. On the front end, the app must refresh live data feeds, let users pan, filter and query maps intuitively, and rely on a layout that I can tweak later through Experience Builder’s customizable templates. On the back end, I expect each geoprocessing tool chain documented in a way that lets me rerun or adapt the model; a separate, step-by-step guide is ideal but not...

Looking for a peer to teach react with Esri ArcGIS. I’m building a web interface that embeds Esri’s ArcGIS JavaScript API inside a modern React code-base and need someone who can take charge of the front-end layer. The core requirement is to wire up the map views and related widgets so they sit naturally within React components while still giving me the freedom to style and theme through popular UI libraries. Here’s what you’ll be working on: • Set up reusable React components that wrap ArcGIS functionality and expose props for easy configuration. • Use Material-UI, Ant Design and Chakra UI (you may mix and match) so the layout is fully responsive, offers interactive elements such as drawers, menus, and modals, and supports theme s...

I have an Excel workbook with two critical sheets: one lists the average stops per day for every postal code, the other shows our current transport routes, also referenced by postal code. I need the data filtered so each postal code’s daily-stop average is verified and clean, then the real work begins. Using thos...turn on or off as needed. Deliverables • Cleaned Excel file with validated stop counts and a “New Territory” column • A brief note or embedded sheet explaining the custom formula used to normalise stops • Google My Maps link (or KML export) containing the new, proximity-based route layers I need a fast turnaround, so please outline your expected timeline and any mapping or GIS tools—QGIS, ArcGIS, Python, Google Maps APIs&mda...

...centres on spatial data management—cleansing existing layers, harmonising projections, and loading everything into a coherent geodatabase that feeds our internal mapping and analysis tools. I already have raw shapefiles, CAD exports, and a few FGDBs from previous projects. Your job is to audit what’s there, fix naming and schema issues, resolve coordinate mismatches, and package the results so ArcGIS Pro and QGIS open them without a hitch. If you prefer PostGIS or another enterprise store we can discuss it; what matters is simple versioning, clear metadata, and zero broken links. Deliverables • A master geodatabase (or equivalent) with tidy, validated layers • Updated metadata and a short “how-to” note for future edits • A brief QA/QC ...

...language and challenge the technical soundness of the study. The literature review is my priority. I want sharper positioning of recent work on spatial seismic hazard mapping, loss modelling, and urban vulnerability indices. Please flag any missing landmark studies and suggest stronger thematic links between sections. Beyond wording, I’d like you to verify that my GIS workflow—data preprocessing in ArcGIS Pro, spatial interpolation with IDW, and risk aggregation in QGIS—follows accepted practice. If some step looks weak, propose a correction or cite an authoritative source I can adopt. Clarity and coherence matter throughout. Aim for smooth transitions, concise exposition, and consistency in terminology (e.g., “PGA” vs. “peak ground accelera...

Project Request: Qt + ArcGIS Interactive Car Track Visualization (C++) Project Overview I am developing a desktop car track application using Qt Widgets (C++) integrated with ArcGIS Runtime SDK for Qt. The system receives real-time car tracking data via UDP from an external system. I am looking for an experienced Qt + ArcGIS (C++) developer to implement interactive track visualization inside my existing project. Important Constraint: The developer must NOT redesign or restructure the project. All work must be done only inside existing files: No new source files. No architectural refactor. No change to UDP parsing logic. Current System (Already Implemented) Qt Widgets application (C++) ArcGIS map using MapGraphicsView UDP data decoding already implemented

Necesito desarrollar un análisis de riesgos centrado en avifauna y espacios naturales para determinar cómo las actividades actuales y futuras pueden afectar la biodiversidad del área. Mi prioridad es la evaluación de impactos ecológicos; no profundizaré en contaminación del aire o del agua salvo que estas influyan directamente ...técnico que incluya: • Matriz de riesgos ambientales específica para la avifauna • Recomendaciones de manejo, restauración y vigilancia El trabajo se considerará aceptado cuando el informe cubra todos los puntos anteriores, fundamente cada conclusión con datos verificables y presente un plan de acción coherente y viable. Conocimiento en ornitología, ev...

...I can supply the data in whichever structure lets you work most efficiently. Here’s what I’m after: • A thorough spatial analysis that highlights key environmental patterns, anomalies, or correlations. • Visual outputs—maps, charts, or dashboards—that make the findings easy to present to non-technical stakeholders. • A short written summary explaining your methodology, the tools you used (ArcGIS, QGIS, Python/GeoPandas, etc.), and any recommendations that arise from the results. If additional preprocessing or data cleaning is required, let me know up front so we can factor that into the timeline. My priority is accuracy and clarity, so please include a brief note on how you’ll validate your work alongside the deliverables. Looki...