Lessons Learned from Distributions as Geological Analogs
Gary P. Citron1, James A. MacKay1, James
Gouveia1, Robert M. Otis1, and Richard Nehring2
1 Rose & Associates LLP, Houston, TX
2 NRG Associates, Colorado Springs, CO
Geological analogs can be inappropriately applied in exploration, often
leading to deterioration of project value. A natural place to start considering
discovery analogs is with distributions of EUR (estimated ultimate recovery),
and their component parts (e.g. area, porosity and production rate) for related
trends. Examination of such data helps avoid the bias of selecting
the wrong
distribution shape in the assessment. The lognormal distribution often best
approximates discovery data with broad variance distributions. However, the
versatile beta distribution offers considerable flexibility for characterizing
parameters
with restricted ranges associated with hydrocarbon yield. Frequent
deviations from the pure mathematical expectation of distribution shapes can add
confusion for decision makers, but these are often related to either growth
limitations within geologic systems or business interventions associated with
the desire for increased profitability. The part of the distribution most
overlooked is the low end. However, these low EUR data, often considered “not
possible for our company,” are a critical component of unbiased analog
assessment. In unconventional resource plays where individual anomalies are
difficult to differentiate, EUR-per-well distributions are helpful, particularly
in portfolio amalgamation techniques. Associated minimum commercial production
rates can be correlated to EUR size for the appropriate commercial size
threshold. If a target prospect or onshore trend has an offshore analog, the
field size distribution of the analog trend needs to be re-constructed with
underreported minimal discoveries to reveal its true character. We share lessons
learned from examples from Canada, U.S., and Australia to illustrate how analog
experiences lead to unbiased profitable learning.
AAPG Search and Discovery Article #90039©2005 AAPG Calgary, Alberta, June 16-19, 2005