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--- a/docs/index.rst
+++ b/docs/index.rst
@@ -14,6 +14,7 @@ Contents:
    usage
    deployment
    administration
+   scores
    api
    development
    hacker
diff --git a/docs/scores.rst b/docs/scores.rst
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@@ -0,0 +1,64 @@
+Memopol Scores
+~~~~~~~~~~~~~~
+
+Score computation
+=================
+
+In Memopol, each representative has a score that shows how their votes match
+the recommendations made by administrators on the instance.  The total score
+of a representative is the sum of their score on each dossier, which in turn is
+the sum of their score on each proposal with a recommendation on the dossier.
+
+Each recommendation made by administrators has a weight: a number that tells how
+important a specific proposal is.  When the representative vote on a proposal
+matches the recommendation, their score on the proposal is set to +weight.
+Otherwise, it is set to -weight.
+
+Score decay parameters
+======================
+
+Memopol allows to set decay parameters so that older votes have a lower
+importance in the total representative score.  By default, those parameters are
+set to values that disable the score decay, so that each vote contributes
+identically to the total score no matter how old it is.
+
+The formula used to compute score is the following:
+
+.. image:: img/score_formula.png
+
+Where:
+
+* ``baseScore`` is the base score for the vote computed as explained above;
+* ``voteAge`` is the age of the vote in days;
+* ``decayNum`` and ``decayDenom`` define the decay rate;
+* ``exponent`` define the steepness of the decay.
+
+The corresponding parameters can be set from the Memopol administration
+interface (Memopol Settings > Settings); settings keys are ``SCORE_DECAY_NUM``,
+``SCORE_DECAY_DENOM``, ``SCORE_EXPONENT``. Additionnaly, the ``SCORE_DECIMALS``
+parameter sets how many decimal places are visible when scores are displayed.
+
+The default values for those settings disable score decay by setting
+``SCORE_DECAY_NUM`` to 0, ``SCORE_DECAY_DENOM`` and ``SCORE_EXPONENT`` to 1.
+
+If you want to use score decay, start by setting ``SCORE_DECAY_NUM`` to 1, and
+``SCORE_DECAY_DENOM`` to the number of days you want votes to matter.  The graph
+below shows how a score of 1.0 will decay with a 1-year decay (the X axis is in
+days).
+
+.. image:: img/score_1year.png
+
+Increasing ``SCORE_DECAY_DENOM`` will make votes matter longer.  Here is the
+same example but with a 10-year decay.
+
+.. image:: img/score_10years.png
+
+Increasing ``SCORE_EXPONENT`` instead will make the decay cutoff steeper.  Here
+is an example with a 1-year decay and the exponent set to 6.
+
+.. image:: img/score_exp6.png
+
+Increasing it dramatically will create a brutal cutoff; here is the same example
+with the exponent set to 1000:
+
+.. image:: img/score_exp1k.png