Case Study: Development of a Low-Cost Weather Forecast Solution for Farmers

The following article is a case study contributed by Joseph Ricafort. Joseph’s project was selected as the most innovative project for a recent Predictable Designs contest. Joseph is a Test Engineer based in the Philippines and builds electronics projects in his spare time. He wants to build small projects that provide big impacts to those in need.

Filipino farmers face major challenges such as damage caused by unexpected rain, droughts, and typhoons. Having an accurate weather forecast, that extends out for many days, is essential to farmers. Weather conditions are crucial for farmers to plan, purchase and apply fertilizers.

The weather has been increasingly unpredictable these days and farmers can no longer rely on their traditional knowledge of weather patterns. Climate change has affected one of the most vulnerable and the poorest sectors of the economy – rural farmers.

Farmer in the field

Weather is a critical factor that affects the way farmers produce output yield and income


Weather forecasting could be a revolutionary tool for Filipino farmers but there are a lot of constraints to consider before fully realizing this life-saving technology.

Weather is a critical factor that affects the way farmers produce output yield and income

There are unique challenges when providing a solution for low-income individuals such as Filipino farmers. This population is unable to access or afford most current technologies. Additionally, Filipino farmers have a low level of education, and may struggle with language barriers.

Current and Alternative Weather Forecasting Solutions

There are many solutions out there in terms of weather forecasting, but most of the solutions fail to satisfy the needs of these farmers.

One of the available solutions is a local or personal weather station. These require precise and sophisticated equipment. The downside to this solution is the upfront costs since you need to purchase around $3,000 to $4,000 (Php150,000 to Php200,000) worth of equipment.

Broadcasting weather info through text messaging is another choice. Broadcasting can provide a localized weather forecast to farmers but it requires strenuous localization, coordination, and expensive transmission.

Most farmers have an FM radio where they can listen to weather forecasts. This technology is easy to buy and available anywhere, even in rural areas. The problem is that most weather forecasts over the radio can only deliver a two day forecast, wheras farmers really require a ten day forecast.

User Research: Getting to know the Filipino Farmers

I grew up in a rural area in the Philippines and I was raised by my parents who are both farmers. The idea of finding a solution for better access to weather information primarily came from them.

I realized this problem while watching my mother’s anxiety over whether or not to buy fertilizer for her Calamansi trees (Chinese lemon). Farmers like my mother don’t want to apply fertilizer if an unexpected heavy rain will be arriving soon.

Famer harvesting

A photo of my mother while harvesting fruits from the Chinese lemon trees locally known as “Calamansi”.


Like most farmers, my parents are not acquainted with weather forecasting technologies. Shockingly, most farmers don’t know that weather forecasting technology even exists!

One day I showed my mother a weather forecast using a mobile app. She began to ask me for the weather forecast several times a week. This compelled me to find a better solution for her, and for farmers in general.

Immersing myself in the farmers’ personal experiences and struggles made it easier for me to identify their needs. Here are some quick facts about my target population, the average farmer in the Philippines:

  • Earns around Php150 ($3) a day
  • Most of them are old
  • Some of them have not completed high school or elementary school
  • Most farmers have no cellular phones
  • They are often resistant to anything unfamiliar, making it harder to adapt to new solutions


Establishing a Design Criteria

Based on my understanding of the farmers, I listed criteria for my product design:

  • Must be affordable
    • Most Filipino farmers live below the poverty line. They will not buy something useful but expensive.
  • Must provide the medium range to long range weather forecast with reliable data (7-12 days)
    • The longer the future forecast, the more time farmers have to prepare for incoming rain storms or typhoons.
    • Long range forecasts (1-3 months) are ideal for farmers, but given the poor reliability of these forecasts it is not recommended.
    • Medium range forecasts are the sweet spot between range and reliability.
  • Weather information must be real-time
    • It is important for farmers to know that the information they are getting is real-time.
  • Weather infomation must be based on the farmer’s location
    • It must provide precise weather information that is based on a farm’s actual location
  • Can be used by a person of any/most language
    • The Philippine islands contains over 150 different languages. It is a challenge to disseminate information to people speaking so many different languages.
  • Must be easy to use at any age or educational level
    • Most farmers didn’t finish high school or elementary level. So basically not all of them can read or write.
  • Must adapt to local culture and traditions
    • It’s easier for locals to adapt to new things, such as technology, if there are product components that are familiar to them.
  • Must not harm the environment
    • The materials and parts used must not damage the environment when the product has ended its life cycle and is discarded.



The brainstorming process enabled me to generate many possible ideas. One idea that automatically came to mind was creating a representation of weather conditions in the form of LED lights. Colors or blinking patterns could represent and communicate weather conditions.

This way, I could avoid using words or text. This addresses the literacy, educational, and language barriers among the Filipino farmers. In the end, this was the idea that I chose to focus on.

Initial sketches of LED indicator light ideas

The product idea was inspired by an ‘Agimat’, a traditional amulet of the Filipinos that symbolizes strength, power, resilience and immunity.


Tradeoff Analysis

About 40-50% of the total cost of most electronic products come from the electronic components. This is why identifying the electronic components early on would help to balance cost versus functionality versus requirements. While brainstorming, I quickly researched the available components that could support the idea.

This part of the development process was a big challenge. Finding the right components, for me as a newbie designer, was daunting.

I began by listing all of the possible parts that are cheap but easy to develop. I looked at possible combinations of these parts in order to produce a product that is functional and useful, but still affordable.

The solutions finally selected are shown below in bold.

  1. Choosing the MCU/dev board
    • Arduino MCU (easy to develop, popular, a bit expensive)
    • Gizduino MCU (based on Arduino Leonardo, cheaper and available locally)
    • MSP430 MCU (cheaper, would require more development time due to less support from community and available references)
  2. Choosing the type of communication module. Ideally, a cellular module is the cheapest option and is accessible to most Philippine areas.
    • SIM800 Cellular Module
      • Uses AT commands and is easy to develop
      • Mobile data network is already available throughout most cities, towns and rural areas in the Philippines. Unfortunately, there are still a few locations without mobile internet access.
      • This would enable farmers to purchase prepaid internet data access. Internet data access costs Php5 / 15minutes. They do not need more than 3 accesses in a week and this is a reasonable cost for farmers.
      • Stores that provide prepaid cellular plans are also available in most areas.
  3. Choosing the means/source of weather information
    • Weather Underground
      • Best choice as it has a very easy API to use where you can fetch the weather forecase through the internet
      • Available in 10-day forecast
      • Limitation of 500 queries per month and you may need to get a premium account which is expensive
    • Open Weather
      • Free weather access and currently has API
      • Available in less than 10-day forecast
      • Has some limitations to their monthly number of queries
    • PAG-ASA Forecast
      • Their data is more accurate and reliable
      • No API for developers is available
  4. Choosing the means of interaction with the users
    • OLED
      • Black and white contrast is perfect
      • Consumes more energy and requires more memory
    • LCD
      • Consumes less energy and requires less memory
      • Screen is dull and hard to read
    • Colored LEDs
      • Cheapest option
      • Consumes least energy and memory
      • Mnemonics could be designed to display a few weather conditions
      • Limited number of interactions
      • Hard to figure out


Design Concept

After coming up with a different set of ideas and balancing cost-effectivity with functionality, I came up with a weather forecasting device that uses colored and blinking LEDs in the form of an amulet.

The amulet is a wearable device inspired from the Filipino traditional amulet which is called an “agimat”. The color and blinking intensity indicates the strength of heat or rain on that specific day.

It’s composed of 3 main components – a microcontroller, a SIM800 cellular module and 10 LEDs. The 10 LEDs represent the future 10 days of rain forecast.

Amulet design

The 10 LEDs in a semi-circular arrangement represents the weather forecast for the next 10-days. The Today’ forecast, which is the first LED, was designed to be larger to indicate it as the starting day.

10-day forecast is ideal for farmers who needs reliable and longer time range of weather forecasts.

10-day forecast is ideal for farmers who needs reliable and longer time range of weather forecasts.



The microcontroller initializes the SIM800 cellular module to connect to the mobile network. When the connection is established, the SIM800 will locate the user through triangulation based on the nearest cell towers.

Once the location of the user is found, it will connect to the internet, attach the coordinates to the web URL of the weather service provider, and request the 10-day weather forecast for it.

Once the page has been requested, it will download the weather data. The 10-day weather forecast will include information such as chances of rain, amount of rain, wind speed, etc. This type of information will also determine incoming rain and typhoons.

The microcontroller will parse the data and pick out the necessary information. This information will be coded, saved and displayed in the form of LEDs.

The 12 LEDs are represented using 10 LEDs for the weather indicators and 2 LEDs for the battery and signal level indicators.

The microcontroller serves as the main hub for the tasks performed by the SIM800 module and LEDs. The microcontroller and SIM800 module communicate through a set of AT commands.

Block Diagram

Basic block diagram for weather forecasting amulet

The basic block diagram for the weather forecasting device.


Above is the simplified block diagram of the whole system. Basically, there are only three main components – the microcontroller, the cellular phone module (SIM800) and the 12 LEDs.


Putting the design into a functional prototype enabled me to provide insights on the functionality of the device.

Gizduino development board

Gizduino is a popular local development board in the Philippines, a counterpart for the Arduino series of microcontrollers. It is small, cheap, locally available and easy to develop.

Cellular Module

SIM800 Cellular Module

Prototype of weather forecasting device

Prototype of the weather forecasting device demonstrating the use of colored LEDs as indicators.


Summary: What’s Next?

Developing a low-cost device for low-income individuals is challenging for a designer, especially when the needs and capabilities of the users are primary concerns.

Understanding your users is an important part of product development. What are their true needs, goals and motivations?

Brainstorming and trade-off analysis has enabled me to generate ideas and select the best ones in accordance with the neccesary requirements.

Also, through prototyping, I have gained insights on making my idea into a feasible product. It has also helped me think through some minor iterations that I did not have in mind before, while keeping my target goal on point.

The prototype will itself involve testing and new iterations to ensure that it meets the needs and expectations of the users.

I hope that sharing my product development story will inspire others to build small products with a global impact.

If you have any questions or suggestions please leave a comment below.

Written by Joseph Ricafort

If you read only one article about product development make it this one: Ultimate Guide – How to Develop a New Electronic Hardware Product in 2020.  

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Paulo Robalo
Paulo Robalo

Awesome article! Finally, a product for the masses, something that can be really usefull, inexpensive and used by those who didn’t have a chance to attend school – a set of goals difficult to achieve! Congratulations for the article 🙂 an inspiration for all hardware+software designers.


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