
5 Data-Driven Projects for a Homestead
In years gone by, everybody would refer to the Farmer’s Almanac to see what weather changes were in store for us.
We learned to read the skies and feel the humidity in the air. Weather can dictate the success of our gardens, change the river height behind our homes, and affect the chances of a Saturday spent fishing.
But what if we could listen closer? What if we could ‘talk’ with the climate using the language of data?
Modern weather data can unlock a new layer of understanding of historical weather data, trends, and planning events and planting in your area of the country. Instead of reacting to unexpected weather, you can start to predict what is coming and be better prepared.
Local Planting Almanac
Every seasoned gardener in Chillicothe or Waverly knows the USDA zone map is a starting point. The standard frost date, however, is still a best-guess scenario.
The Project
Build a digital almanac specific to your coordinates (your location).
By analyzing decades of historical temperature data with the best weather API, you can pinpoint your actual average first/last frost dates with a probability score.
This probability score is pretty much all it is – a probability.
However, if you go with that mentality, the odds are in your favor that the weather will be as you expect it to be. Even if there are discrepancies (e.g., sudden rain), chances are it’s only a short-term problem that’ll pass in the next few minutes.
Dig deeper by tracking growing degree days (GDD), a measure of heat accumulation that tells you exactly when your corn will be ripe or your tomatoes will be ready.
The Payoff
No more covering tender plants on a nervous hunch.
You’ll plant with the confidence of data, maximizing your growing season and protecting your harvest from our valley’s unpredictable spring and fall shoulders.
Ohio River Valley Flood Watch
The Scioto and Ohio rivers are the lifeblood of the Scioto Valley region. Still, they can also be a source of anxiety for those of us in low-lying areas of Portsmouth or the surrounding areas.
The Project
Create a personalized flood risk panel for your particular area.
You can take the real-time and forecasted precipitation data and compare it with historical flood stage levels. If you can make sense of how many inches of rain upstream translate to how many feet of rise at your nearest gauge, you can determine the risks in your area.
If you set up simple alerts that notify you when rainfall totals hit a certain threshold that historically causes the river to spill onto your road.
The Payoff
This is the kind of thing that they are trying to develop on a global level.
This kind of advanced knowledge can save lives.
If you remember the devastating wild fires in the 2018 California, once the fires were out, storms were predicted and this created danger as the ground that was burnt wouldn’t be able to absorb the rain water which would change how the water would run off and created unknown dangers to the river levels as the speed of which the water run off was happening, left people stranded and lives in danger.
If you can evacuate in time, lives would be saved in the worst-case scenarios.
Home Audits
Do you know how efficient your home is ‘really’?
Humidity spikes in July, January Arctic blasts from the north, these are realities that are reflected in your utility bills.
The answers, my friend, are in the weather data.
The Project
Take your monthly energy bills and compare them with weather data. You’ll track Heating Degree Days (HDD) and Cooling Degree Days (CDD)—standard measures of how much energy is needed to heat or cool a building.
Plot your kWh or gas usage against these values. The resulting graph will reveal your home’s true efficiency.
A steep slope means your home is highly sensitive to temperature changes, which is likely the result of poor insulation or an aging home heating, ventilation, and air conditioning system (HVAC).
The Payoff
You can gain more specific information about your own home so you’ll know what savings could be made if you insulate your attic or seal drafty windows.
This can let you prioritize any renovations or improvements for the best return on your investment.
Patio Parties
I recently planned a family reunion in my cousin’s backyard, and there were many coming from far away. Plans were in place, then we checked the forecast… and we had chosen the wrong weekend.
It not only rained… It was torrential rain!
I wish I had followed my own advice and chosen the right weekend for the party! Should have known better than to gamble with the fickle weather!
The Project
Calculate the probability of precipitation, average high and low temperatures, cloud cover – things like that.
Your API app can give you historical data to research. For example, knowing that the first weekend in August has a 90 % chance of clear skies and pleasant, 68-degree highs, you’re able to make it a statistically superior choice to the last weekend of July.
The Payoff
We cannot control the weather. What you CAN do is absolutely stack the deck in your favor.
Book venues and send invites filled with historical probability. This way, you’re turning a stressful gamble into a strategic planning victory.
This way, the odds are in your favor; so most likely, fewer people will be standing under a canopy in the torrential rain!
The Climate Record
There are those who don’t believe in global warming, but what we’re doing here is planting seeds for future generations, so that THEY can prosper. It’s an anti-selfish super-long-term project that, even if there’s no climate change (as we know it), it’s still going to benefit our descendants decades later.
The Project
My dad grew up a farmer, and the seasonal changes intrigued him.
If you pick weather data that is relevant to you, like the annual peak water level of the Scioto River, the date of the first frost, or the highest temperature each summer, and record it alongside your own notes and observations.
It’ll be interesting reading, especially to future generations, when understanding grassroots understanding of trends associated with your own property will be far more interesting than the national model.
To this day, I still love finding Dad’s notes about the weather.
The Payoff
You become a historian of your own habitat by providing real, tangible evidence of all the changes happening in the Scioto Valley – our own backyard.
Conclusion
There are so many projects you could be doing out there. All you have to do is pick and choose.
By leaning on the weather (what it’s like and what it’s going to be like), you can plan better. Simply by knowing what the weather is going to be like a day or 10 days ahead at a specific time of the day, even.
Backyard parties, fishing, gardening – it doesn’t matter. There are very few things that won’t benefit from the weather in one way or another.
