  Elliptic curves arise in many areas of number theory. One way to study them
is take local data, the number of solutions modulo $p$, and create an
$L$-function, which is related to two of the seven Clay Millenial Problems:
(Birch and Swinnerton-Dyer Conjecture, Generalized Riemann Hypothesis). We
study 1-parameter families over $\mathbb{Q}(T)$, which are of the form
$y^2=x^3+A(T)x+B(T)$, with non-constant $j$-invariant. We define the
$r$\textsuperscript{th} moment of an elliptic curve to be
$A_{r,E}(p):=\frac1{p}\sum_{t\bmod p}a_t(p)^r$, where $a_t(p)$ is $p$ minus the
number of solutions to $y^2=x^3+A(t)x+B(t)\bmod p$. Rosen and Silverman showed
biases in the first moment equal the rank of the Mordell-Weil group of rational
solutions. Michel proved that $pA_{2,E}(p)=p^2+O(p^{3/2})$. Based on several
special families where computations can be done in closed form, Miller
conjectured that the largest lower-order term in the second moment that doesn't
average to $0$ is on average negative. He further showed that such a negative
bias has implications in the distribution of zeros of the elliptic curve
$L$-function near the central point. Evidence for this conjecture is limited to
special families. Ee explore the first and second moments of some 1 and
2-parameter families, looking to see if the biases persist and exploring the
consequence these have. We observe that in all of the families where we can
compute in closed form that the first term that does not average to zero in the
second-moment expansion of the Dirichlet coefficients has a negative average.
We also systematically investigate families of various rank. These are the
first general tests of the conjecture; while we cannot in general obtain closed
form solutions, we discuss computations which support or contradict the
conjecture. We then generalize to higher moments, and see evidence that the
bias continues in the even moments.
