Seasonal Forecasting Using the Climate Predictability Tool

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Presentation transcript:

Seasonal Forecasting Using the Climate Predictability Tool Forecast value Simon Mason simon@iri.columbia.edu Seasonal Forecasting Using the Climate Predictability Tool

Forecast Value Forecast quality Do the forecasts correspond well with the observations? Do the forecasts enable beneficial decisions? Hagedorn, R., and L. A. Smith, 2008: Communicating the value of probabilistic forecasts with weather roulette. Meteor. Appl., DOI: 10.1002/met.92. Forecast value

“Weather Roulette” “Seasonal Supplies” Rain-coats T-shirts Swim suits If rainfall is “above-normal” you can sell only rain-coats. If rainfall is “normal” you can sell only T-shirts. If rainfall is “below-normal” you can sell only swim suits. Your customers are fashion-conscious - you cannot sell anything that you did not sell last year. The government will take as tax any money you do not use to stock your store (or lend to shop owners that have gone bust …).

“Weather Roulette” Start with USD $100. Purchase items from wholesalers for USD $1 each. Sell each item for USD $3 each. How many of each do you buy at the start of the season given a seasonal forecast? Profits and losses carried over to next year. If you go bust, you can borrow money from other shop owners at whatever interest rate you can negotiate. You have to pay the interest back as soon as you can.

“Weather Roulette” Example. You have USD $100, and based on the seasonal forecast you decide to buy: 50 rain-coats 30 T-shirts 20 swim suits Rainfall is above-normal. You sell 50 raincoats at USD $3 each, and so now have USD $150 for next year’s supplies.

“Weather Roulette” Note: If you buy equal numbers of rain coats, T-shirts, and swim suits, you will break even. You can maximize your expected profit by spending all your money on the one item you think is most likely to sell. BUT, this means you will have a VERY small chance of making a massive profit, and a VERY high chance of going bankrupt! So invest wisely. You have no information as to whether the forecasts are good or bad.