1. P I C K I N G T H E R I G H T D A T E S A N D Q U A N T I T I E S
Rolling Forecasts
2. Forecasting isn’t just about saying yes/no
We also care about timing and
amounts!
By what date will Bashar al-Assad
vacate the office of president of
Syria?
How many Japanese nuclear
reactors will be operational by
June 1, 2014? (This question
appeared last year.)
3. Thinking about Uncertainty
You can’t definitively know the
answers in advance, but some
quantities and dates are more
likely than others.
Depending on what you know or
learn about an event, you can
weight one option more than
another.
The more you know, the more you
can assign higher probabilities to
options, the less you know, the
broader the possible range can be.
4. Dealing with Uncertainty
People deal with uncertainty all the time:
How long will my commute be?
How much will my vacation cost?
What rate of return can I expect from my portfolio?
The goals of this training are to:
Introduce you to the continuous estimation (CE)
format of forecasting problems.
Teach you to express uncertainty in quantitative
terms and think about uncertainty in politics.
Explain how your forecasts will be scored.
5. Question Format
Every forecasting problem will be posed in the form of non-
overlapping intervals that cover all possibilities.
For example:
When will an asteroid strike in Nauru?
Before October 26, 2014
Between October 26, 2014 and December 2014
Between December 30, 2014 and March 3, 2015
Between March 4, 2015 and May 8, 2015
Not before May 8, 2015
6. Answer Format
You have a total of 100 tokens to assign across all bins.
Each token represents 1% of your belief that the “bin” is the right one.
Put tokens into each bin until you’ve exhausted your supply.
7. Rolling Bins
When a bin expires, it will be deleted (-), and the last
bin will be split (+) as to keep the same number of bins
for the question.
8. Tips on forecasting dates and quantities
Hunt* for the right information- any clues as to what might
happen and how similar events have resolved in the past.
Think about plausible scenarios that can lead to outcomes
within each of the listed intervals.
Beware of overconfidence in some outcomes versus others.
Why might your favored outcomes not occur?
Update your forecasts as you become aware of new
information.
*Remember: CHAMPS KNOW!
9. How you’ll be scored
Higher scores mean more
accurate forecasts.
You will receive a score
when the first bin expires.
This score will be updated
each time a bin expires.
10. Scoring
In order to determine your bin
score, we calculate a score for every
day that that bin is open.
If you do not forecast right away,
you will receive the group’s
median score every day until you
make your first forecast.
Once you make a forecast, your
score on that forecast will carry
forward until you update your
forecast.
11. Scoring
We assign scores using Brier Scores.
A Brier score is the squared deviation between your probability
and reality.
I give 60% probability to this bin on January 3. The event
happens during the time period represented by this bin (1).
2(0.6-1)² = 0.32 is your Brier score.
If the event didn’t happen (0) we’d see 2(0.6-0)² = 0.72.
We then subtract your Brier Score from 2 to determine your
Daily Score. (2 – 0.32 = 1.68)
12. Scoring
To determine a bin’s score we add the daily score
of every day inside that bin.
13. Scoring
Every time a bin closes and
a new bin is added, we will
create a new set of bins.
When a bin expires, its
score is added to all
existing sets. In other
words:
When Bin 3 closes, Bin
3’s score is added to Set
A, Set B, and Set C.
After the scores are
added to the existing
bins, Set 4 is created.
Bin 1’s score is only
added to Set 1 because no
sets exist until Set 1
closes.
14. Scoring
When the question closes,
all open bins are closed
and scored.
Green scores are calculated
after a question closes.
The total scores of each
Set are added together to
form your final score.
15. Raising Your Score
You are STRONGLY encouraged to UPDATE
YOUR FORECAST as often as possible.
It is particularly important to update EVERY TIME
A BIN CLOSES to get a good score.
Our scoring method rewards frequent updates
by taking your score on every day into account.
Frequent updates mean more chances to raise
your score!
16. Scoring Summary
In short, when a question closes we will add
the score of every set of bins that you
forecast on together to determine your final
score.
The longer a question is open, the higher your
score can be.
It is in your best interests to update as often
as possible.
17. Leaderboard
During the season, everyone
will be listed by their screen
name and rank, ordered by
their mean scores for all
closed questions.
Do well and find yourself at
the top of the leaderboard!