The booker decision and discrimination in federal criminal sentences.
Nutting, Andrew W.
I. INTRODUCTION
The Sentencing Reform Act, passed by Congress in 1984, established
the federal sentencing guidelines. The guidelines were designed to
improve standardization in punishments handed out to convicted criminals
by limiting what had been federal judges' nearly unfettered
discretion in sentencing (Anderson, Kling, and Stith 1999; Stith and
Cabranes 1998). For federal crimes committed after November 1, 1987, the
Act established that sentences of incarceration were to be determined by
a table mapping the severity of the offense (a level between 1 and 43)
and the defendant's criminal history (a level between I and VI) to
a potential range of months imprisonment. Table 1 shows the United
States Sentencing Commission's (USSC) Sentencing Table. A
defendant, for example, with a "final offense level" of 20 and
a "criminal history category" of IH should, according to the
guidelines, be sentenced to somewhere between 41 and 51 months in
federal prison. (The actual sentence would be an integer within that
range). (1) The Act also abolished parole for federal crimes, though up
to 15% of an inmate's sentence could be reduced for good behavior.
(2)
The Sentencing Reform Act declared that Table 1's guideline ranges were "mandatory"--federal judges had to incur a
nontrivial cost to sentence a defendant outside them. But on January 12,
2005, the United States Supreme Court ruled in the two-part decision
U.S. vs. Booker that (a)the sentencing guidelines violated a
defendant's constitutional fight to a jury trial; (3) and (b) in
order to maintain constitutionality, the guidelines were to be
"effectively advisory" instead of mandatory. (4) Legal
observers had expected the overturning of the federal sentencing
guidelines system since June 2004, when the Supreme Court decision
Blakely v. Washington invalidated Washington state's sentencing
guidelines system because it violated a defendant's right to a jury
trial (Denniston 2004).
By making the sentencing guidelines advisory rather than mandatory,
Booker reduced the cost of sentencing outside the guidelines and
increased the ambiguity of federal judges' sentencing decisions.
According to Bertrand, Chugh, and Mullainathan (2005),
"ambiguity" is one of three situations in which implicit
discrimination is likely to occur. (The other two situations are
"inattentiveness to task" and "time pressure.")
Implicit discrimination, unlike taste-based discrimination (Becker 1957)
or statistical discrimination (Aigner and Cain 1977), reflects implicit
attitudes that Bertrand, Chugh, and Mullainathan (2005) state are
"unintentional and outside of the discriminator's
awareness." Research indicating implicit discrimination include
findings that National Basketball Association referees call fewer fouls
against players of their own race (Price and Wolfers 2010), that Major
League Baseball umpires are more likely to call strikes when the pitcher
is of their own race (Parsons et al. 2007), and that screeners of
resumes are more likely to ignore job applications with
"black" names than ones with "white" names (Bertrand
and Mullainathan 2004). Each of these scenarios describes a situation
where ambiguity, inattentiveness, or time pressure is a factor, and
where a statistically significant amount of discriminatory treatment is
detected. (5)
This paper tests whether the Booker decision, by increasing the
ambiguity of federal judges' sentencing decisions, increased
manifestations of discrimination in accordance with the hypothesis of
Bertrand, Chugh, and Mullainathan (2005). Difference-in-difference
results show that conditional on a defendant's Table 1 guideline
cell, Booker reduced sentences significantly for the default group of
defendants--white, male, U.S. citizens who never earned a high school
diploma. Female defendants and defendants with terminal high school
degrees received significantly larger Booker-related sentence reductions
and college graduates received significantly smaller ones. Evidence that
blacks received smaller reduced guideline-conditional sentence
reductions than whites is weaker. All of these results are consistent
with implicit discrimination. There is also some weak evidence that
Booker resulted in significant guideline-conditional changes of
blacks' substantial assistance sentences, even though Booker did
not change the law concerning substantial assistance sentences. This may
indicate that Booker spilled over into substantial assistance
sentencings.
When estimations account for judges' control over offense
levels, evidence that post-Booker sentences fell for the default group
and for women weakens substantially. This suggests that, for women and
the default group, final offense levels changed post-Booker in the
direction opposite their guideline-conditional sentence changes. A
possible explanation is that judges, who pre-Booker had been known to
manipulate the sentencing guidelines to achieve desired (usually
shorter) sentences, implicitly adopted a new sentencing system after
Booker loosened the guidelines. Booker lowered the cost of sentencing
outside the guidelines, so judges could let offense levels rise and then
deliver lower sentences conditional on the guidelines. Therefore, the
composition of sentences significantly changed, but overall length of
sentences for women and the default group did not change much. Results
showing that relative sentences fell for high school graduates and rose
for college graduates post-Booker remain significant when accounting for
judges' control over offense levels.
This paper is organized as follows. Section II discusses the
federal sentencing guidelines and reviews research regarding
discrimination under the guidelines regime. Section III discusses data.
Section IV describes empirical methods. Section V describes results.
Section VI concludes.
II. THE FEDERAL GUIDELINES (6) AND DISCRIMINATION IN SENTENCING
In the federal system, a defendant who has been convicted of a
specific federal offense has his sentence determined by a judge at a
sentencing hearing, which takes place after the criminal conviction. The
criminal conviction yields statutory minimum and maximum sentences that
are exogenous to the judge's actions at the sentencing hearing.
At the sentencing hearing, the judge determines the sentence using
three factors: the final offense level, which captures the severity of
the defendant's crime; the criminal history category, which
captures the defendant's criminal history; and what I call the
guideline-conditional sentence, which is the sentence a judge gives a
defendant after the final offense level and criminal history category
have been determined.
The severity of a crime is captured by the final offense level, a
score between 1 and 43. (7) More severe offenses have higher final
offense levels. The final offense level has three components: the base
offense level, specific offense characteristics (SOCs), and adjustments.
The base offense level is an offense level score that corresponds with
the specific crime of which a defendant has been convicted beyond a
reasonable doubt, either through trial or guilty plea. For some crimes,
the base offense level is explicitly determined by the conviction and is
therefore exogenous to judicial control at the sentencing hearing. For
example, insider trading has a base offense level of 8, racketeering has
a base offense level of 19, and treason has a base offense level of 43.
For other crimes, base offense level is endogenous to judicial control
at the sentencing hearing. For defendants convicted of drug trafficking,
for example, the sentencing judge determines how much drugs (in weight)
the defendant trafficked and this weight is mapped to a base offense
level using the guidelines' "Drug Quantity Table."
After determining the base offense level, a judge adds or subtracts
SOCs and adjustments. These are added and subtracted based on the facts
of the case by the legal standard of "preponderance of the
evidence," and are endogenous to judicial control at the sentencing
hearing. (8) SOCs are factors that can affect the offense level of
certain, but not all, crimes. A defendant convicted of fraud, for
example, has more points added to his offense level if he defrauded
victims of more money, but a defendant convicted of manslaughter--a
crime unrelated to money--could not face that money-related SOC.
Adjustments are similar to SOCs, but are potentially applicable to all
federal crimes. Examples include whether the defendant obstructed
justice, the size of his role in a conspiracy, and whether he accepted
responsibility for his actions. (9)
Although the sentencing judge is charged with determining final
offense levels, he acts upon the advice of a federal probation officer,
whose role entails determining the facts of a case and applying them to
the guidelines (Stith and Cabranes 1998). In some cases, judges apply
final offense levels that are jointly agreed upon by the prosecution and
the defense in a practice referred to as "fact bargaining"
(Stith and Cabranes 1998, 132). The dataset used in this paper does not
discern whether an offense level change resulted from a probation officer's recommendation, a judge's imposition, or bargaining
between the prosecution and the defense, (10) If Booker changed offense
levels, it could be because of changes in the behavior of any of these
actors, not only the judge. For the sake of simplicity, for the rest of
this paper I refer to offense levels as being exclusively under the
judge's control.
The second part of the Sentencing Table is the defendant's
criminal history category, which is exogenous to judicial control at the
sentencing hearing. (11) It is formed by assigning point values to
previous criminal convictions and periods of incarceration. (12) The
defendant's points are summed and assigned to the categories
outlined in the columns of Table 1: 0-1 points is Category I, 2-3 points
is Category II, etc.
Once the final offense level and criminal history category have
been determined, they are mapped to a guideline range of months
imprisonment using the Sentencing Table in Table 1. In this paper, I
call the sentence chosen after final offense level and criminal history
category have been determined the guideline-conditional sentence.
Pre-Booker, the sentencing guideline ranges were deigned
"mandatory," but federal judges were permitted to depart from
them in certain situations as long as they stayed within the statutory
minimum and maximum sentence. Judges who felt the guidelines mandated a
range of imprisonment that inadequately reflected a defendant's
criminal conduct could impose a downward departure (sentence a defendant
to less than the lowest guideline sentence) or upward departure (more
than the highest guideline sentence). Such departures imposed nontrivial
costs upon judges. They had to be explained in writing and could not be
justified by the defendant's race, creed, sex, education level,
socioeconomic status, or by factors already covered by the base offense
level, SOCs, or adjustments. After Booker made the guidelines
"advisory," departures from the guidelines became less costly
for judges.
Booker had no legal effect on substantial assistance departures
from guideline ranges. Substantial assistance departures occur when
government prosecutors inform a judge that the defendant cooperated with
the government and provided evidence against at least one other
individual. In such a circumstance, a federal judge is permitted to
sentence a defendant beneath the guidelines, perhaps even giving him a
sentence of no incarceration (Weinstein 1999). Substantial assistance
departures became especially important with the Anti-Drug Abuse Act of
1986, which created mandatory minimum terms of imprisonment--usually 5
or 10 years, but also possibly 20 years or life without parole--for
defendants convicted of violating specific drug trafficking laws. The
Anti-Drug Abuse Act made it illegal for a judge to sentence a defendant
below a mandatory minimum term of imprisonment in the absence of a
prosecutor's substantial assistance motion. For example, suppose a
defendant faced a guideline sentence of 70-87 months and stood convicted
of a statute that mandated 60 months imprisonment. The sentencing judge
could grant the defendant a downward departure, but could not sentence
the defendant to less than the mandatory minimum sentence of 60 months
unless prosecutors presented a substantial assistance motion. A
"safety valve" provision included in the Violent Crime Control
and Law Enforcement Act of 1994 made defendants with no more than one
criminal history point and no violent history, who had not played a
high-level role in a criminal conspiracy, and who had cooperated with
the government--even if that cooperation did not provide new information
that aided in the prosecution of another--eligible for sentences below
the mandatory minimum term of imprisonment.
The sentencing guidelines and the rich dataset that the USSC has
developed in accordance with them have been used by researchers to
explore demographic discrimination in sentencing. Mustard (2001)
controls for each of the 258 final guideline cells in the Sentencing
Table and finds that among federal defendants sentenced when the judge
exerts more guideline-conditional control-either because of a downward
departure or a substantial assistance departure (the groups are combined
into a single estimation)--blacks and Hispanics receive significantly
longer sentences than whites by 4.3 and 2.4 months, respectively. Among
defendants sentenced within the guidelines, the respective differences
are 2.2 and -0.9 months (both significant). Women receive 6.9-month
shorter sentences than men when judges depart from the guidelines, but
only 1.8month shorter sentences when judges adhere to them. High school
dropouts receive significant 1.2-month longer sentences than
better-educated defendants when judges depart from the guidelines, but
insignificant 0.2-month shorter sentences when judges adhere to them.
That blacks, Hispanics, males, and high school dropouts experience
relatively harsher sentences when judges have more sentencing discretion
suggests that judges disfavor these groups, and that the guidelines rein
in judges' discrimination. Studies of the federal sentencing
guidelines in other disciplines (Albonetti 1997; Steffensmeier and
Demuth 2000) show similar results. Schanzenbach (2005), incorporating
district-level information on judicial demographics, finds that male
judges sentence female defendants more leniently than female judges do,
but that discrimination against particular races does not vary with the
race of judges. Schanzenbach and Tiller (2007) show that federal judges
appointed by Democratic presidents sentence defendants convicted of
violent crimes and drug crimes to shorter sentences than those appointed
by Republican presidents. Using a different dataset, Abrams, Bertrand,
and Mullainathan (2008) find that Cook County, Illinois judges exhibit
significant heterogeneity in the extent to which race influences
sentencing.
III. DATA
The data in this paper come from Monitoring Federal Criminal
Sentences (MFCS), compiled annually by the USSC. I use data coveting
federal criminal sentences from July 1, 2004 to July 31, 2005. All of
these sentencings took place after Blakely v. Washington nullified the
Washington state sentencing guidelines. If Blakely, the precursor to
Booker, caused federal judges to alter sentences in anticipation of the
federal guidelines being declared unconstitutional, limiting
observations to post-Blakely decisions would better identify the effect
of Booker on sentences. I remove from the analysis defendants who were
convicted at trial and those sentenced to more than 50 years
imprisonment or statutory life. Data include prison sentence in months,
final offense level, base offense level, criminal history category,
offense type, (13) statutory minimum and maximum sentence, whether the
defendant received a safety-valve sentence reduction, whether the
defendant received a substantial assistance departure, federal district
(but not exact judge) of sentencing, (14) month and year (but not exact
day) of sentencing, the role a defendant played in a criminal
conspiracy, (15) whether the defendant used a weapon in his crime, (16)
the type of drug a defendant trafficked or possessed, and the
defendant's age, race, sex, citizenship status, education level,
and number of dependents. (17) It also includes the relevant amendment
year of the sentencing guidelines, i.e., the set of base offense
levels/SOCs/adjustments under which the defendant was sentenced.
Table 2 shows summary statistics, separating defendants who
received a substantial assistance departure from those who did not.
Post-Booker sentences account for approximately 55% of both substantial
assistance and non-substantial-assistance sentencings in the dataset.
(18) Among non-substantial-assistance cases, the average sentence handed
out was a month short of 4 years. Only 13% of defendants were women, but
45% were Hispanic, 23% were black, and 31% were illegal aliens. Fewer
than half had at least a high school diploma.
Sentences in substantial assistance cases were slightly longer than
those in non-substantial-assistance cases, and their defendants faced
higher offense levels and statutory minimum and maximum sentences. (19)
Women, blacks, and better-educated defendants were more common in
substantial assistance cases than other cases, while Hispanic and
illegal alien defendants were less common.
IV. ESTIMATION STRATEGY
Where i represents individual defendant, t represents time, and d
represents federal district, I estimate the equation
(1)
ln(1 + [M.sub.itd]) = [lambda] [X.sub.itd] + [[theta].sub.d] +
[[eta].sub.t] + [psi] [TIME.sub.t] x [X.sub.itd] + [gamma] [Z.sub.itd] +
[rho] [BOOKER.sub.itd] + [omega] [BOOKER.sub.itd] x [X.sub.itd] + [phi]
(C.sub.itd]) + [[epsilon].sub.itd].
[M.sub.itd] is months imprisonment. Adding one to [M.sub.itd]
identifies the log of sentences of 0 months imprisonment. [X.sub.itd]
represents demographic controls capturing a defendant's age, sex,
race, citizenship status, education level, and number of dependents.
[[theta].sub.d] represents fixed effects for federal district, allowing
severity of sentence to vary with each district's judges. A
defendant's assigned sentencing judge, which is unobserved, is
assumed to be random conditional on district, [[eta].sub.t] represents
fixed effects for the month and year of sentencing. Its inclusion
captures potential changes in sentences caused by factors other than
Booker, such as more conservative judges being appointed by the George
W. Bush administration (Munson 2007; Schanzenbach and Tiller 2007).
[TIME.sub.t] x [X.sub.itd] is an interaction of each demographic group
with a linear monthly time trend. This permits each group's
relative sentence to change over time for reasons other than Booker.
(Age and number of dependents controls are not included in this set of
interactions.)
[Z.sub.itd] represents controls correlated with a defendant's
crime that are largely exogenous to judicial control at the sentencing
hearing. It includes controls for the defendant's statutory minimum
and maximum sentences, (20) type of drug trafficked or possessed (if
any), and whether a defendant qualified for a safety-valve reduction. To
control for offense-specific USSC amendments to the guidelines, and to
control for changes in judicial attitudes that may have accompanied such
changes, [Z.sub.itd] includes interactions between offense type dummies
and amendment year dummies. (21) In some estimations (which will be
discussed shortly) it includes dummies for role in a conspiracy and use
of a weapon, which may be endogenous to judicial control at the
sentencing hearing. (22) [BOOKER.sub.itd] is a dummy equal to 1 if the
defendant was sentenced after Booker and 0 otherwise. (Throughout this
paper, BOOKER refers to the dummy variable in Equation (1) and Booker
refers to the Supreme Court decision U.S.v. Booker.) The coefficient on
[BOOKER.sub.itd] captures how Booker affected sentences of the default
group--white male U.S. citizens with less than a high school education.
The coefficients on the interaction term [BOOKER.sub.itd] x [X.sub.itd]
show whether Booker altered the sentences of different race, gender,
citizenship, and education level groups differently. (I do not include
age or number of dependents controls in this interaction term either.)
If the increased ambiguity of federal sentencing brought about by Booker
affected sentences differently for different demographic groups, it
would indicate that judges possessed implicit discrimination as
described by Bertrand, Chugh, and Mullainathan (2005).
[PHI] ([C.sub.itd]) represents controls for the federal sentencing
guidelines. Section II outlined that some sentencing guidelines
factors--mainly SOCs and adjustments, but also base offense levels in
certain circumstances--are endogenous to the sentencing hearing. Thus
these factors may be a function of the sentencing judge's
discrimination, and they too might have changed with Booker. Including
them as right-hand-side controls could potentially yield biased
coefficients on BOOKER and its interaction terms. (23) Therefore, I
estimate Equation (1) using three different versions of
[PHI]([C.sub.itd]).
In the first version, [PHI]([C.sub.itd]) follows Mustard (2001) and
consists of fixed effects for final guideline cell, i.e., a vector of
258 dummy variables representing each of the final guideline cells shown
in Table 1. When the guidelines are accounted for in this fashion, the
coefficients on [BOOKER.sub.itd] and its interactions capture the
guideline-conditional effect of Booker on sentences, i.e., how Booker
affected judges' sentences assuming Booker did not affect final
offense levels.
Final offense levels, though, are endogenous to judicial control at
the sentencing heating. Thus, they may be a function of judicial
discrimination and controlling for them may yield biased coefficients on
BOOKER and its interactions. Therefore, like Schazenbach and Tiller
(2007), I use two other versions of [PHI]([C.sub.itd]). One includes
controls for what I call baseline cell instead of final guideline cell.
This technique, which will be discussed more thoroughly in the next
section, captures the effect of Booker assuming that base offense level
is beyond the control of the sentencing judge and exogenous to judicial
discrimination.
In the last version, base offense level itself--which in certain
circumstances is determined by the judge at the sentencing hearing--is
allowed to be endogenous to judicial control and subject to judicial
discrimination. In these estimations, [PHI]([C.sub.itd]) omits offense
level and only includes criminal history category dummies. In these
estimations, all right-hand-side controls are exogenous to the judge at
the sentencing hearing, and the coefficients on BOOKER and its
interactions capture the total effect Booker had on sentences.
When [PHI]([C.sub.itd]) controls for baseline cell or criminal
history category only, role in the conspiracy dummies and weapons dummy
are removed from [Z.sub.itd] because they are endogenous to the
sentencing hearing. All estimations of Equation (1) include standard
errors robust to heteroskedasticity. Since I am examining whether
judges' sentences changed with Booker, ideally standard errors
would be clustered by individual judge. Since judge is unobserved, I
cluster standard errors by district.
V. RESULTS
A. Controlling for Final Guideline Cell
Table 3 shows coefficients from guideline-conditional Equation (1)
estimations on nonsubstantial-assistance cases. Estimations include 258
dummy variables controlling for Table 1 final guideline cell. Column 1
contains all observations from July 1, 2004 through July 31, 2005.
BOOKER is significantly negative, indicating that the mean
guideline-conditional sentence for white, male, U.S. citizen, high
school dropout federal defendants who pleaded guilty without a
substantial assistance departure fell 7.2% (= exp(-0.075)- 1) after
Booker. The significantly negative coefficient is unsurprising. Prior to
Booker judges granted many more downward departures than upward
departures (Mustard 2001) and many judges publicly complained about the
severity of guideline sentences (Bradley 2004; Caher 2006; Gustafson
2002). Booker, by reducing the cost of sentencing outside the
guidelines, allowed judges to increase their issuance of downward
departures. Coefficients on interaction terms show that Booker reduced
the guideline-conditional sentences of females by 8.6% more than those
of males and sentences of high school graduates by 7.7% more than high
school dropouts. Recall that Mustard (2001) showed that, prior to
Booker, females and better-educated defendants were sentenced relatively
more leniently when judges possessed more sentencing discretion. The
BOOKER x FEMALE and BOOKER x HS_GRAD coefficients are consistent with
Mustard (2001) and support the idea that sentences became more
reflective of judges' implicit discrimination when Booker increased
the ambiguity of guideline-conditional sentences.
My next estimations narrow the number of observations around Booker
to strengthen the results of the difference-in-difference estimation
(Bertrand, Duflo, and Mullainathan 2004; Black 2003). Column 2 drops
July 2004 and July 2005 sentencings from the observations, so that the
sample now consists of an 11-month window around the January Booker
decision. BOOKER x BLACK becomes significantly positive at the 10%
level, indicating that judges may possess implicit discrimination
against blacks. This too is consistent with Mustard (2001). BOOKER x
FEMALE and BOOKER x HS_GRAD maintain their significance and continue to
indicate implicit discrimination. Columns 3-7 continue shaving one
pre-Booker and one post-Booker month from the sample, so that Column 3
includes sentences from September 1, 2004 through May 31, 2005, Column 4
includes sentences from October 1, 2004 through April 30, 2005, etc. The
coefficient on BOOKER is significantly negative in six of the seven
columns--including Column 7, when only January 2005 observations are
included--strongly suggesting that Booker significantly reduced
guideline-conditional sentences for the default group. BOOKER x FEMALE
is significantly negative in six columns, providing strong evidence that
judges implicitly favor female defendants. BOOKER x BLACK is always
positive, but only significant in Columns 2 and 6, so the evidence that
judges disfavor blacks is not particularly strong. BOOKER x H S_G R A D
is significantly negative in Columns 1-5, but BOOKER x SOME COLLEGE and
BOOKER x COLLEGE_GRAD are never significantly negative. This suggests
that judges implicitly favor defendants who graduate from high school,
but not those who attend or graduate from college. In Columns 6-7,
BOOKER x COLLEGE_GRAD is significantly positive, indicating that judges
may actually disfavor college graduates who go on to commit federal
crimes. The sum of BOOKER and BOOKER x COLLEGE_GRAD is not significant
in either column, though, so college graduates did not experience
significant guideline-conditional sentence increases after Booker. There
is also some evidence, in Columns 3-5, that judges disfavor legal
aliens.
Table 4 repeats Table 3 but performs the estimation on defendants
receiving substantial assistance departures. Recall that Booker did not
alter judicial control over these sentences. Most of the coefficients
that were significant in Table 3 are not significant in Table 4. BOOKER
and BOOKER x FEMALE are negative and often large, but insignificant in
all columns. BOOKER x BLACK is significantly positive in two of the
seven columns. The general insignificance of the results in Table 4 is
expected, given that Booker did not change laws concerning substantial
assistance sentences. But that some of the BOOKER x BLACK coefficients
are significant, despite the estimations' small sample sizes and
the utter lack of any legal change to substantial assistance
sentencings, is somewhat surprising. It could indicate spillovers into
substantial assistance cases. Substantial assistance sentences account
for a minority of sentencings (16.2% of this dataset, which omits
convictions at trial) and are determined by the very same judges who
determine non-substantial-assistance sentences, so spillovers are a
possibility. (24)
Even though most of the results in Table 4 are insignificant, the
large coefficients make it difficult to present a
"difference-in-difference-in-difference" test of Booker's
impact on discrimination in sentencing. Such a test would have used
non-substantial-assistance cases as a treatment group and substantial
assistance cases as a control group. If substantial assistance cases
changed during the treatment period, then they do not form a valid
control group, rendering the test invalid. (25)
B. Controlling for Baseline Cell
The guideline-conditional estimations in Tables 3 and 4 assume
Booker had no effect on sentencing judges' determination of
defendants' final offense levels. But sentencing judges exert
control over SOCs and adjustments (Schanzenbach and Tiller 2007), so
final offense level is endogenous to the sentencing hearing and may be a
function of the sentencing judge's discrimination. Booker may have
changed judges' application of SOCs and adjustments differently for
different demographic groups. If it did so, the Table 3
guideline-conditional estimates of the coefficients on BOOKER and its
interactions would be biased.
To correct for this possible bias, I estimate in this subsection whether Booker altered what I call baseline-conditional sentences.
Tables 3-4 employed fixed effects for final guideline cell, i.e., the
interaction of final offense level and criminal history category.
Estimations in this subsection instead use fixed effects for the
interaction of base offense level and criminal history category. (26)
These estimations assume that base offense level--which is a function of
a defendant's criminal conviction--is beyond a sentencing
judge's control and therefore exogenous to judicial bias.
Judges' applications of SOCs and adjustments, as well as
guideline-conditional sentences, are allowed to be functions of their
bias. (27)
Table 5 shows results of baseline-conditional estimations when the
dependent variable is log months imprisonment. Table 5 coefficients on
BOOKER and its interactions capture the combined effect Booker had on
SOCs/adjustments and guideline-conditional sentences. (28) BOOKER is
small and insignificant in all seven columns, suggesting that Booker did
not decrease baseline-conditional sentences for the default group, even
though it decreased guideline-conditional sentences. (29) BOOKER x BLACK
is never significantly positive, and BOOKER x FEMALE is only
significantly negative in Column 6. So while Table 3 showed evidence
that judges' implicit attitudes toward women, blacks, and the
default group significantly affected their guideline-conditional
sentences, there is little evidence in Table 5 that these groups'
baseline-conditional sentences changed. Presumably, changes in final
offense levels counteracted changes in guideline-conditional sentences.
The significantly negative coefficients on BOOKER x HS GRAD in Columns
1-5 again show that sentences for defendants with terminal high school
degrees fell post-Booker, and evidence that sentences increased for
defendants with college degrees is actually stronger than it was in
Table 3. (30)
In Table 6, I re-estimate the equations from Table 5 but change the
dependent variable to final offense level. These estimations capture
whether Booker differently impacted the final offense levels of
different demographic groups conditional on their base offense level,
i.e., they show whether Booker significantly changed judges'
applications of SOCs and adjustments differently for different groups.
Table 6 shows that Booker increased, but not significantly, the default
group's final offense level. BOOKER x FEMALE is insignificantly positive in Columns 1-5 and insignificantly negative in Columns 6-7.
Although these results are insignificant, any changes in SOCs and
adjustments apparently were substantial enough to change the significant
Table 3 guideline-conditional results into the largely insignificant
baseline-conditional results in Table 5. The only significant
coefficients in Table 6 show final offense level increases for other
race (Columns 1-4) and college graduates (Columns 6-7). The significant
increases in college graduates' final offense levels contributed to
the significant increases in their Table 5 baseline-conditional
sentences.
C. Omitting Offense Level Controls
Schanzenbach and Tiller (2007) note that defendants convicted of
certain crimes (most importantly drug trafficking) have their base
offense levels subject to judicial control at the sentencing hearing.
Booker may have changed judges' application of base offense levels
as well as their application of SOCs, adjustments, and
guideline-conditional sentences. To fully test for the effect Booker had
on sentences, this section performs offense-level-unconditional
estimations. These estimates omit all controls for final offense level
and base offense level. [PHI] ([C.sub.itd]), the Equation (1) control
for the federal guidelines, consists only of criminal history category
dummies. Every right-hand-side variable is now exogenous to the
judge's actions at the sentencing hearing.
Table 7 shows results when the dependent variable is log months
imprisonment. The findings largely reaffirm the baseline-conditional
estimations of Table 5. BOOKER and BOOKER x FEMALE are insignificant in
all columns. The only groups with significant coefficients are high
school graduates (significantly negative in Columns 1-5) and college
graduates (significantly positive in Columns 6-7). No coefficients are
significant when the dependent variable is changed to final offense
level (Table 8).
To summarize Tables 3-8: Booker resulted in guideline-conditional
sentence reductions that were significant for the default group,
significantly larger for women and high school graduates, and
significantly smaller for college graduates and (perhaps) blacks. This
suggests implicit discrimination among judges. When accounting for the
fact that judges exert control over final offense level, there remains
evidence that Booker reduced sentences for high school graduates and
increased them for college graduates, but there is little evidence that
Booker resulted in significant overall sentence reductions for the
default group or for women. This latter result suggests that changes in
these groups' final offense levels counteracted falls in their
guideline-conditional sentences, even though increases in their final
offense levels were not statistically significant.
D. Explaining Results
Tables 3, 5, and 7 provide fairly persistent evidence that
sentencing under Booker was associated with relatively shorter prison
sentences for high school graduates and relatively longer sentences for
college graduates. Results for the default group and for female
defendants, who both experienced decreases in guideline-conditional
sentences but largely insignificant changes in baseline-conditional and
offense-level-unconditional sentences, are more complex. Leipold (2005)
and Weinstein (1992) may help. These papers claim that, prior to Booker,
some judges determined offense levels for personal reasons and not the
legal standard of "preponderance of evidence." Oftentimes,
they intentionally kept an offense level low in order to shorten what
they perceived to be a defendant's unjustly long prison sentence.
Leipold (2005) writes that judges had a "tendency to be influenced
by the likely consequences when making decisions formally unrelated to
the punishment," and quotes Weinstein (1992), who writes that some
judges, "with respect to facts that, if proved, would significantly
enhance a defendant's sentence ... would require clear and
convincing evidence or, in some cases, proof beyond a reasonable
doubt" instead of just preponderance of the evidence.
Booker may have reduced judges' need to manipulate offense
levels in this fashion. When Booker made guidelines advisory, judges did
not have to remain as concerned about keeping the final offense level
low, because the "advisory" guidelines were less determinant of prison sentence. Prior to Booker a sentencing judge may have spent
much time keeping an offense level low for a white male defendant, so
that he did not have to give him a long sentence or have to justify
giving him a downward departure in writing. After Booker, the judge
could let the offense level for this defendant increase, knowing he
could more easily sentence him to a below-guideline sentence. The
observed guideline-conditional sentence could significantly fall, but
the observed baseline-conditional and offense-level-unconditional
sentences would insignificantly differ from their pre-Booker levels.
VI. CONCLUSION
This paper shows that the Supreme Court's decision in U.S. v.
Booker, which rendered the federal sentencing guidelines
"advisory" rather than "mandatory," resulted in
significant decreases for the default group and female defendants
conditional on their final guideline cells. There is also evidence that
guideline-conditional sentence reductions were, compared to high school
dropouts, larger for terminal high school graduates and smaller for
college graduates. Weaker evidence indicates that Booker led to larger
guideline-conditional sentence reductions for whites than blacks. These
results suggest implicit discrimination among federal judges.
Estimations on substantial assistance sentencings are largely
insignificant, but show some weak evidence that they too changed
post-Booker, even though Booker did not legally affect substantial
assistance sentencings. This may have occurred because of judicial
spillovers.
When accounting for the fact that sentencing judges exert control
over offense levels, the evidence that Booker decreased sentences for
the default group and for women largely disappears. This indicates that
post-Booker increases in offense levels counteracted
guideline-conditional sentence reductions for these groups, even though
many effects of Booker on offense levels per se are insignificant. A
possible explanation is that judges (or other actors who impacted
offense levels), in response to Booker's loosening of the
guidelines, became less concerned with manipulating offense levels to
keep sentences low. Evidence that high school graduates experienced
significant sentence decreases and college graduates experienced
significant sentence increases remains when allowing final offense level
to vary with judicial bias, though.
Note that this paper examines the effect of Booker treating the
offense type of criminal conviction as exogenous. Since there is both
anecdotal (Powell 2004) and statistical (Bjerk 2005) evidence that the
severity of criminal charge and offense type is subject to prosecutorial
discretion, it is possible that the offense type is itself a function of
prosecutorial discrimination. Further research could study whether
Booker, or similar changes in judicial control over sentencing, affected
the type of charges prosecutors pursued against defendants. Research
could also determine whether clarifications of Booker brought about by
three cases in 2007 (Baron-Evans 2008) revealed any discrimination.
ABBREVIATIONS
MFCS: Monitoring Federal Criminal Sentences
SOCS: Specific Offense Characteristics
USSC: United States Sentencing Commission
doi: 10.1111/j.1465-7295.2011.00449.x
REFERENCES
Abrams, D., M. Bertrand, and S. Mullainathan. "'Do Judges
Vary in Their Treatment of Race?" Working Paper, 2008.
Aigner, D. J., and G. G. Cain. "Statistical Theories of
Discrimination in Labor Markets." Industrial and Labor Relations
Review, 30(2), 1977, 175-87.
Albonetti, C. A. "Sentencing under the Federal Sentencing
Guidelines: Effects of Defendant Characteristics, Guilty Pleas, and
Departures on Sentence Outcomes for Drug Offenses, 1991-1992." Law,
& Society Review, 31 (3), 1997, 789-822.
Anderson, J. M., J. R. Kling, and K. Stith. "Measuring
Interjudge Sentencing Disparity: Before and After the Federal Sentencing
Guidelines." Journal of Law and Economics, 42(1), 1999, 271-307.
Baron-Evans, A. "Rita, Gall and Kimbrough: A Chance for Real
Sentencing Improvements." Office of Defender Services, 2008.
Accessed May 11, 2008. www.fd.org.
Becker, G. The Economics of Discrimination. Chicago: The University
of Chicago Press, 1957.
Bertrand, M., D. Chugh, and S. Mullainathan. "Implicit
Discrimination." American Economic Review, 95(2), 2005, 94-98.
Bertrand. M., E. Duflo, and S. Mullainathan. "How Much Should
We Trust Difference-in-Difference Estimates?" Quarterly Journal of
Economies, 119(1), 2004, 249-75.
Bertrand, M., and S. Mullainathan. "Are Emily and Greg More
Employable than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination." American Economic Review, 94(4), 2004, 991-1013.
Bjerk, D. "Making the Crime Fit the Penalty: The Role of
Prosecutorial Discrimination under Mandatory Minimum Sentencing."
Journal of Law and Economies, 48(2), 2005, 591-625.
Black, S. "Do Better Schools Matter? Parental Valuation of
Elementary Education." Quarterly Journal of Economics, 114(2),
2003, 577-99.
Bradley, E. (correspondent). "More Than They Deserve." 60
Minutes (Television Program), January 4. 2004.
Caher, J. "Federal Judge Blasts Mandatory Minimum
Sentences." The New York Law Journal, January 24, 2006.
Denniston, L. "Judges Agree to Consider Sentencing." The
New York Times, August 2, 2004, p. 14.
Gustafson, P. "Judge Criticized for Comments about Drug
Sentences; James Rosenbaum Drew the Ire of U.S. House Republicans for
His Testimony." The Star-Tribune, November 9, 2002, p. 9B.
Leipold, A. D. "Why Are Federal Judges So Acquittal Prone?" Washington University Law Review, 83(1), 2005, 150-227.
Munson, L. "'Judge's Memoir, Case Work Offer a Look
into How He'll Handle Vick Sentencing." ESPN.com, November 20,
2007.
Mustard, D. B. "Racial, Ethnic, and Gender Disparities in
Sentencing: Evidence from the U.S. Federal Courts." Journal of Law
and Economics, 44(1), 2001,285-314.
Parsons, C. A., J. Sulaeman, M. Yates, and D. S. Hamermesh.
"Strike Three: Umpires' Demand for Discrimination."
NBER Working Paper, W13665, 2007. Powell, C. "J. Lewis
Agreement Struck; Raven Would Serve No Prison Time during Season."
The Washington Post October 2, 2004, E-9.
Price, J., and J. Wolfers. "Racial Discrimination among NBA
Referees." Quarterly Journal of Economics, 125(4), 2010, 1859-87.
Schanzenbach, M. "Racial and Sex Disparities in Prison
Sentences: The Effect of District-Level Judicial Demographics."
Journal of Legal Studies, 32(2), 2005, 57 -92.
Schanzenbach, M. M., and E. H. Tiller. "Strategic Judging
under the U.S. Sentencing Guidelines: Positive Political Theory and
Evidence." Journal of Law, Economies, and Organization, 23(1),
2007, 24-56.
Steffensmeier, D., and S. Demuth. "Ethnicity and Sentencing
Outcomes in U.S. Federal Courts: Who Is Punished More Harshly?"
American Sociological Review, 65(5), 2000, 705-29.
Stith, K., and J. A. Cabranes. Fear of Judging: Sentencing
Guidelines in the Federal Courts, Chicago: University of Chicago Press,
1998.
Weinstein, J. B. "A Trial Judge's Second Impression of
the Federal Sentencing Guidelines." Southern California Law Review,
66, 1992, 357-66.
Weinstein, I. "Regulating the Market for Snitches."
Buffalo Law Review, 47, 1999, 563-632.
(1.) A defendant in Zone A of the Sentencing Table is permitted to
avoid imprisonment. One in Zone B must receive at least 1 month of
imprisonment but can serve the rest of his sentence via house arrest or
in a halfway house. A defendant in Zone C is required to serve at least
half his sentence in prison.
(2.) The 15% reduction only applies to sentences of at least 13
months imprisonment.
(3.) This was a 5-4 decision written by Justice John Paul Stevens with Justices Ruth Bader Ginsburg, Antonin Scalia, David Souter, and
Clarence Thomas concurring.
(4.) This was a separate 5-4 decision written by Justice Steven
Breyer with Chief Justice William Rehnquist and Justices Ruth Bader
Ginsburg. Anthony Kennedy, and Sandra Day O'Connor concurring.
(5.) Bertrand, Chugh+ and Mullainathan (2005) more thoroughly
review the implicit discrimination literature.
(6.) Much of the analysis here is taken from Chapters 2-6 of the
United States Sentencing Commission Guidelines Manual. 2003 edition.
(7.) A final offense level under 1 is amended to 1; one above 43 is
amended to 43.
(8.) "Preponderance of the evidence" is a weaker standard
than "beyond a reasonable doubt." This difference heavily
influenced the Supreme Court's rejection of the sentencing
guidelines in Booker. The Court ruled 5-4 that a defendant's sixth
amendment right to a jury trial was violated when judges increased
sentences by invoking SOCs and adjustments. Justice Steven Breyer wrote
the compromise that led to the guidelines being declared
"advisory." His decision was criticized in dissents by Justice
John Paul Stevens, who wrote, "[T]he court's creative remedy
is an exercise of legislative, rather than judicial, power," and
Justice Antonin Scalia, who wrote, "In order to rescue from
nullification a statutory scheme designed to eliminate discretionary
sentencing, it discards the provisions that eliminate discretionary
sentencing."
(9.) The USSC has the authority to create base offense levels for
new criminal offenses, create new SOCs and adjustments, and alter
existing base offense levels, SOCs, and adjustments. Amendments the USSC
has made to the guidelines are available at ussc.gov.
(10.) The dataset used in this paper, which will be described in
detail in Section III, did not contain variables in fiscal years 2004
and 2005 showing differences between the probation officer's
recommended offense level and the defendant's final offense level.
It also did not contain any variable dictating whether a
defendant's final offense level was determined via "fact
bargaining." In fiscal year 2006, it added variables dictating
whether the judge agreed with or changed the probation officer's
recommended guideline applications. There remains no variable regarding
"fact bargaining."
(11.) Schanzenbach and Tiller (2007) write, "The criminal
history category is more or less set by past judicial
determinations."
(12.) Each prior prison sentence of at least 13 months is assigned
3 points. Each prior prison sentence of between 2 and 13 months, and
each offense committed on parole, probation, or under court supervision,
is assigned 2 points. Most other convictions are assigned 1 point.
(13.) There are 32 different offense types. The most common are
drug trafficking (37.7% of observations), immigration violations
(23.3%), firearms offenses (12.6%), and fraud (7.9%). No other offense
makes up more than 3% of the dataset.
(14.) There are 96 federal districts covering all 50 states and
territories. Each district is assigned to only one state/territory.
There can be multiple districts in a state: California, New York, and
Texas each have four.
(15.) Role in a conspiracy is determined by a judge at a sentencing
hearing. There are seven possible rolein-the-offense levels: minimal (-4
adjustment), minimal/minor (-3), minor (-2), mid-level (0),
leader/organizer/ manager/supervisor of a small criminal conspiracy
(+2), manager/supervisor of a large criminal conspiracy (+3), and
leader/organizer of a large criminal conspiracy (+4).
(16.) Weapons possession/use can either be a criminal conviction or
a SOC.
(17.) Income and type of lawyer retained (e.g., private attorney,
court-appointed counsel, federal public defender) were recorded in older
versions of MFCS, but the USSC had stopped collecting this data by
fiscal year 2005.
(18.) The fiscal year 2005 version of the MFCS contains a variable
indicating whether a sentence was delivered before or after Booker. 1
assume all fiscal year 2004 sentences are pre-Booker.
(19.) Convicted drug traffickers account for over 86% of defendants
who face a nonzero statutory minimum sentence. Weapons convictions
account for another 9.3%.
(20.) Statutory minimum sentences are controlled for cubically,
plus dummies for 12-month, 60-month, 180-month, 240-month, and life
minimum sentences. (Defendants who face mandatory life sentences can
avoid them via substantial assistance departures. The life dummy is not
identified in estimations of defendants who do not receive such
departures.) Statutory maximum sentences are controlled for cubically,
plus dummies for every 12-month step between 12 and 60 months, every
60-month step between 60 and 720 months, and life sentences. Life
minimum and maximum sentences are parametrically recorded as 0-month
sentences in the cubic control.
(21.) All controls in Zim except those for statutory minimum and
maximum sentences are dummy variables.
(22.) Over 90% of the dataset was sentenced according to the
guidelines in effect in either 2003 or 2004. I remove all sentencings
based on the guidelines from 2000 or before (4.4% of the dataset) and
from 2005 (0.05% of the dataset) from the estimations.
(23.) This dilemma is somewhat similar to the dilemma over
including occupation as a control when estimating the male-female wage
gap (e.g., Blau and Kahn 1997). Women are typically located in
lower-paying occupations than men. If occupational choice differs
between men and women for reasons related to personal taste, it is
exogenous to discrimination, and controlling for it appropriately helps
identify the extent of discrimination against women in the labor market.
If occupational choice differs because of labor market discrimination,
including occupation as a control in wage equations understates the
male/female wage gap resulting from discrimination.
(24.) Another explanation is that judges altered postBooker
substantial assistance sentences for certain defendants in order to
maintain a consistent price for their testimony against other
defendants. The author has a working paper examining the market prices
for coconspirator testimony.
(25.) Results of triple-differencing guideline-conditional
estimations parallel to those in Tables 3 and 4 are available from the
author upon request. Only one triple-difference interaction term--it
involves legal aliens--is significant. The interaction term between
BOOKER and the nonsubstantial-assistance dummy is always insignificant.
(26.) The correlation of base offense level and final offense level
is 0.82.
(27.) MFCS explicitly records base offense level for defendants
convicted of one criminal count. When a defendant is convicted of
multiple counts, base offense level is determined by what the guidelines
refer to as a combined adjusted offense level. This variable is also in
MFCS.
(28.) The interaction of dummies for amendment year and dummies for
offense type are especially critical when controlling for baseline
cells, because defendants may have received different final offense
levels depending on the guidelines in place when they were sentenced.
(29.) Permitting final offense levels to vary with Booker also
ensures that the standard errors are larger in Table 5 than in Table 3,
reducing the significance of some of the coefficients.
(30.) The sum of the coefficients on BOOKER and BOOKER x
COLLEGE_GRAD is significantly positive at the 10% level in Columns 4-5
and at the 5% level in Columns 6-7, indicating that college
graduates' baseline-conditional sentences increased as a result of
Booker.
ANDREW W. NUTTING, The author wishes to thank seminar participants
at the University of Idaho and Washington State University and anonymous
referees for comments on earlier drafts. He also wishes to thank Jessica
Murphy Manca and Melissa Reimer for information regarding the federal
sentencing system. All remaining errors are his own.
Nutting: Department of Business, University of Idaho, 308 Albertson
Building, Moscow, ID 83844. Phone 208-885-6204, Fax 208-885-5347, E-mail
anutting@uidaho.edu
TABLE 1
Federal Sentencing Guidelines (All Ranges Are of Months Imprisonment)
Criminal History Category
I II III
0-1 points 2-3 4-6
Final Offense Level
Zone A 1 0-6 0-6 0-6
2 0-6 0-6 0-6
3 0-6 0-6 0-6
4 0-6 0-6 0-6
5 0-6 0-6 1-7
6 0-6 I-7 2-8
7 0-6 2-8 4-10
8 0-6 4-10 6-12
Zone B 9 4-10 6-12 8-14
10 6-12 8-14 10-16
Zone C 11 8-14 10-16 12-18
12 10-16 12-18 15-21
Zone D 13 12-18 15-21 18-24
14 15-21 18-24 21-27
15 18-24 21-27 24-30
16 21-27 24-30 27-33
17 24-30 27-33 30-37
18 27-33 30-37 33-41
19 30-37 33-41 37-46
20 33-41 37-46 41-51
21 37-46 41-51 46-57
22 41-51 46-57 51-63
23 46-57 51-63 57-71
24 51-63 57-71 63-78
25 57-71 63-78 70-87
26 63-78 70-87 78-97
27 70-87 78-97 87-108
28 78-97 87-108 97-121
29 87-108 97-121 108-135
30 97-121 108-135 121-151
31 108-135 121-151 135-168
32 121-151 135-168 151-188
33 135-168 151-188 168-210
34 151-188 168-210 188-235
35 168-210 188-235 210-262
36 188-235 210-262 235-293
37 210-262 235-293 262-327
38 235-293 262-327 292-365
39 262-327 292-365 324-405
40 292-365 324-405 360-Life
41 324-405 360-Life 360-Life
42 360-Life 360-Life 360-Life
43 Life Life Life
Criminal History Category
IV V VI
7-9 10-12 134
Final Offense Level
Zone A 1 0-6 0-6 0-6
2 0-6 0-6 1-7
3 0-6 2-8 3-9
4 2-8 4-10 6-12
5 4-10 6-12 9-15
6 6-12 9-15 12-18
7 8-14 12-18 15-21
8 10-16 15-21 18-24
Zone B 9 12-18 18-24 21-27
10 15-21 21-27 24-30
Zone C 11 18-24 24-30 27-33
12 21-27 27-33 30-37
Zone D 13 24-30 30-37 33-41
14 27-33 33-41 37-46
15 30-37 37-46 41-51
16 33-41 41-51 46-57
17 37-46 46-57 51-63
18 41-51 51-63 57-71
19 46-57 57-71 63-78
20 51-63 63-78 70-87
21 57-71 70-87 77-96
22 63-78 77-96 84-105
23 70-87 84-105 92-115
24 77-96 92-115 100-125
25 84-105 100-125 110-137
26 92-115 110-137 120-150
27 100-125 120-150 130-162
28 110-137 130-162 140-175
29 121-151 140-175 151-188
30 135-168 151-188 168-210
31 151-188 168-210 188-235
32 168-210 188-235 210-262
33 188-235 210-262 235-293
34 210-262 235-293 262-327
35 235-293 262-327 292-365
36 262-327 292-365 324-405
37 292-365 324-405 360-Life
38 324-405 360-Life 360-Life
39 360-Life 360-Life 360-Life
40 360-Life 360-Life 360-Life
41 360-Life 360-Life 360-Life
42 360-Life 360-Life 360-Life
43 Life Life Life
TABLE 2
Summary Statistics
Non-Substantial-Assistance
48,548 Observations
Mean SD Min Max
Post-Booker 0.54 0.50 0 1
Total months imprisonment 46.9 56.4 0 600
Base offense level 16.8 9.6 0 43
Final offense level 17.5 8.1 1 43
Criminal history category 2.53 1.72 1 6
Statutory minimum-life
Statutory maximum-life 0.13 0.34 0 1
Statutory minimum sentence (a) 23.2 47.5 0 600
Statutory maximum sentence (b) 234.9 394.2 12 30,540
Safety valve 0.13 0.34 0 1
Age 34.2 10.3 18 88
Female 0.13 0.33 0 1
Number of dependents 1.66 1.74 0 16
Black 0.23 0.42 0 1
Hispanic 0.45 0.50 0 1
Other race 0.04 0.20 0 1
Legal alien 0.05 0.22 0 1
Illegal alien 0.31 0.46 0 1
Non-U.S. resident 0.02 0.13 0 1
High school graduate 0.30 0.46 0 1
Some college 0.14 0.35 0 1
College graduate 0.04 0.20 0 I
Weapon 0.08 0.26 0 1
Minimal role 0.02 0.14 0 1
Minimal/minor role 0.01 0.08 0 1
Minor role 0.07 0.25 0 1
Aggravating +2 role 0.02 0.13 0 1
Aggravating +3 role 0.01 0.07 0 1
Aggravating +4 role 0.01 0.08 0 1
Substantial Assistance
9,403 Observations
Mean SD Min Max
Post-Booker 0.55 0.50 0 1
Total months imprisonment 50.4 53.7 0 480
Base offense level 24.9 9.6 6 43
Final offense level 24.0 7.8 2 43
Criminal history category 2.44 1.76 1 6
Statutory minimum-life 0.01 0.08 0 1
Statutory maximum-life 0.38 0.48 0 1
Statutory minimum sentence (a) 60.6 67.9 0 1,200
Statutory maximum sentence (b) 323.8 443.2 12 23,640
Safety valve 0.24 0.43 0 1
Age 33.9 10.0 18 85
Female 0.18 0.38 0 1
Number of dependents 1.62 1.71 0 15
Black 0.32 0.47 0 1
Hispanic 0.26 0.44 0 1
Other race 0.05 0.22 0 1
Legal alien 0.06 0.23 0 1
Illegal alien 0.11 0.31 0 1
Non-U.S. resident 0.02 0.14 0 1
High school graduate 0.36 0.48 0 1
Some college 0.19 0.39 0 1
College graduate 0.05 0.23 0 1
Weapon 0.16 0.36 0 1
Minimal role 0.03 0.17 0 1
Minimal/minor role 0.01 0.10 0 1
Minor role 0.10 0.30 0 1
Aggravating +2 role 0.03 0.18 0 1
Aggravating +3 role 0.02 0.14 0 1
Aggravating +4 role 0.03 0.16 0 1
(a) Only observed if Minimum is not Life.
(b) Only observed if Maximum is not Life.
TABLE 3
Results from Guideline-Conditional Estimations of Non-Substantial-
Assistance Sentencings
Dependent Variable: Log Months
Imprisonment
1 2 3
BOOKER -0.075 * -0.082 ** -0.083 **
[0.0421 [0.039] [0.0411
BOOKER x FEMALE -0.090 ** -0.114 *** -0.116 **
[0.036] [0.040] [0.0461
BOOKER x BLACK 0.038 0.056 * 0.056
[0.033] [0.034] [0_040]
BOOKER x HISPANIC 0.005 0.006 0.015
[0.036] [0.035] [0.038]
BOOKER x OTHER_RACE -0.003 0.044 0.034
[0.069] [0.074] [0.079]
BOOKER x LEGAL_ALIEN 0.066 0.095 0.116 *
[0.0611 [0.058] [0.067]
BOOKER x ILLEGAL_ALIEN 0.021 0.028 0.012
[0.033] [0.0341 [0.0371
BOOKER x NON_RESIDENT -0.102 -0.127 -0.101
[0.176] [0.198] [0.221]
BOOKER x HS_GRAD -0.080 *** -0.080 *** -0.087 ***
[0.0241 [0.025] [0.027]
BOOKER x SOME_COLLEGE -0.037 -0.049 -0.039
[0.035] [0.042] [0.047]
BOOKER x COLLEGE_GRAD -0.047 0.014 0.029
[0.064] [0.072] [0.085]
Observations 48,548 41,550 33,480
[R.sup.2] 0.853 0.852 0.852
Window of observations 7/2004- 8/2004- 9/2004-
7/2005 6/2005 5/2005
Dependent Variable: Log Months
Imprisonment
4 5 6
BOOKER -0.080 * -0.075 -0.129 **
[0.0431 [0.046] [0.0511
BOOKER x FEMALE -0.122 ** -0.130 * -0.107
[0.059] [0.0691 [0.0671
BOOKER x BLACK 0.062 0.073 0.091 *
[0.043] [0.045] [0.054]
BOOKER x HISPANIC 0.045 -0.014 0.042
[0.046] [0.066] [0.091]
BOOKER x OTHER_RACE 0.005 0.003 -0.039
[0.088] [0.099] [0.118]
BOOKER x LEGAL_ALIEN 0.150 ** 0.208 *** 0.148
[0.069] [0.0711 [0.120]
BOOKER x ILLEGAL_ALIEN -0.030 0.033 0.030
[0.047] [0.0581 [0.069]
BOOKER x NON_RESIDENT -0.144 -0.108 -0.254
[0.243] [0.235] [0.309]
BOOKER x HS_GRAD -0.103 *** -0.118 *** -0.075
[0.035] [0.045] [0.0491
BOOKER x SOME_COLLEGE -0.048 -0.053 -0.004
[0.054] [0.0611 [0.069]
BOOKER x COLLEGE_GRAD 0.131 0.152 0.234 *
[0.098] [0.109] [0.1211
Observations 26,001 18,550 11,006
[R.sup.2] 0.852 0.853 0.858
Window of observations 10/2004- 11/2004- 12/2004-
4/2005 3/2005 2/2005
Dependent Variable:
Log Months Imprisonment
7
BOOKER -0.153 **
[0.0611
BOOKER x FEMALE -0.124 *
[0.073]
BOOKER x BLACK 0.076
[0.0561
BOOKER x HISPANIC 0.059
[0.087]
BOOKER x OTHER_RACE -0.108
[0.128]
BOOKER x LEGAL_ALIEN 0.048
[0.144]
BOOKER x ILLEGAL_ALIEN 0.054
[0.081]
BOOKER x NON_RESIDENT -0.288
[0.3061
BOOKER x HS_GRAD -0.068
[0.049]
BOOKER x SOME_COLLEGE 0.017
[0.070]
BOOKER x COLLEGE_GRAD 0.236 *
[0.131]
Observations 3,798
[R.sup.2] 0.866
Window of observations 1/2005-
1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%; *** significant at 1%.
TABLE 4
Results from Guideline-Conditional Estimations of Substantial
Assistance Sentencings
Dependent Variable: Log Months
Imprisonment
1 2 3 4
BOOKER -0.140 -0.137 -0.121 -0.132
[0.1181 10.1221 [0.1311 [0.1471
BOOKER x FEMALE -0.034 -0.059 -0.038 -0.121
10.1351 10.1401 [0.1611 [0.1931
BOOKER x BLACK 0.181 ** 0.144 0.120 0.251 *
[0.087] [0.0891 [0.102] [0.1291
BOOKER x HISPANIC 0.110 0.096 0.080 0.186
[0.110] 10.1221 [0.1351 10.1751
BOOKER x OTHER_RACE -0.067 -0.019 0.181 0.051
[0.1661 [0.186] [0.235] [0.2691
BOOKER x LEGAL_ALIEN 0.213 0.348 * 0.260 0.218
[0.1971 [0.1851 [0.1991 [0.215]
BOOKER x ILLEGAL_ALIEN 0.118 0.109 0.101 0.079
[0.1781 [0.1631 [0.2011 [0.2461
BOOKER x NONRESIDENT -0.009 0.004 -0.400 -0.501 *
[0.258] [0.248] [0.2641 [0.2951
BOOKER x HS_GRAD -0.053 -0.045 -0.003 -0.086
[0.0971 [0.104] [0.105] [0.110]
BOOKER x SOME_COLLEGE 0.004 -0.009 -0.059 0.020
10.130] [0.145] [0.171] [0.179]
BOOKER x COLLEGE_GRAD 0.016 -0.005 -0.011 0.145
[0.1861 [0.199] [0.233] [0.244]
Observations 9,403 8,103 6,623 5,159
[R.sup.2] 0.853 0.852 0.852 0.852
Window of observations 7/2004- 8/2004- 9/2004- 10/2004-
7/2005 6/2005 5/2005 4/2005
Dependent Variable: Log Months
Imprisonment
5 6 7
BOOKER -0.177 -0.162 -0.059
[0.1581 [0.1951 [0.258]
BOOKER x FEMALE -0.010 -0.174 -0.282
[0.2231 [0.2381 [0.3341
BOOKER x BLACK 0.242 0.146 0.048
[0.152] [0.195] [0.3011
BOOKER x HISPANIC 0.108 0.167 0.212
[0.1931 [0.2511 [0.3341
BOOKER x OTHER_RACE 0.005 0.215 -0.136
[0.3181 [0.396] [0.680]
BOOKER x LEGAL_ALIEN 0.366 0.440 ** 0.321
[0.227] [0.2181 [0.268]
BOOKER x ILLEGAL_ALIEN 0.288 0.282 0.511
[0.279] [0.3511 [0.547]
BOOKER x NONRESIDENT -0.625 -0.757 * -0.891
[0.404] [0.397] [0.686]
BOOKER x HS-GRAD -0.058 -0.013 -0.142
[0.1391 [0.1811 [0.228]
BOOKER x SOME_COLLEGE 0.056 0.220 0.200
[0.190] [0.2381 [0.324]
BOOKER x COLLEGE_GRAD 0.477 0.390 0.691
[0.291] [0.374] [0.4451
Observations 3,659 2,114 721
[R.sup.2] 0.853 0.858 0.866
Window of observations 11/2004- 12/2004- 1/2005
3/2005 2/2005 1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%; *** significant at 1%.
TABLE 5
Results from Baseline-Conditional Estimations of
Non-Substantial-Assistance Sentencings
Dependent Variable: Log Months Imprisonment
1 2 3 4
BOOKER -0.028 -0.038 -0.030 -0.017
[0.0491 [0.0521 10.0561 [0.0611
BOOKER x FEMALE -0.023 -0.051 -0.078 -0.057
[0.0541 [0.0601 10.0641 10.0721
BOOKER x BLACK -0.022 -0.019 -0.026 -0.014
10.0471 [0.0491 [0.0531 10.0581
BOOKER x HISPANIC 0.004 0.001 -0.008 0.018
[0.0541 10.0541 10.0531 10.0651
BOOKER x OTHER_RACE 0.088 0.166 0.101 0.065
[0.1031 [0.1131 [0.1[21 [0.1241
BOOKER x LEGAL_ALIEN 0.074 0.107 0.146 0.125
[0.099] [0.0971 [0.105] [0.108]
BOOKER x ILLEGAL_ALIEN -0.034 -0.006 -0.003 -0.066
10.0471 10.0481 [0.0491 10.0571
BOOKER x NON_RESIDENT -0.073 -0.123 -0.096 -0.124
[0.1661 [0.170] [0.1941 [0.2051
BOOKER x HS_GRAD -0.095 *** -0.098 ** -0.112 *** -0.147 ***
[0.035] [0.0391 [0.0391 [0.0451
BOOKER x SOME_COLLEGE -0.017 -0.026 -0.001 -0.026
[0.0431 [0.053] [0.0631 [0.0691
BOOKER x COLLEGE_GRAD -0.010 0.111 0.097 0.250 *
[0.0971 [0.1131 [0.1161 10.1301
Observations 48,548 41,550 33,480 26,001
[R.sup.2] 0.734 0.731 0.730 0.729
Window of observations 7/2004- 8/2004- 9/2004- 10/2004-
7/2005 6/2005 5/2005 4/2005
Dependent Variable: Log Months
Imprisonment
5 6 7
BOOKER -0.010 -0.036 -0.062
[0.065] [0.076] [0.090]
BOOKER x FEMALE -0.098 -0.163 * -0.146
[0.0881 [0.090] [0.1031
BOOKER x BLACK -0.042 -0.043 -0.027
[0.0671 [0.0841 [0.0951
BOOKER x HISPANIC -0.060 0.009 0.021
[0.0811 [0.1051 [0.1171
BOOKER x OTHER_RACE 0.001 0.003 -0.042
[0.1491 [0.1841 [0.1841
BOOKER x LEGAL_ALIEN 0.239 ** 0.279 ** 0.183
[0.095] [0.1261 [0.171]
BOOKER x ILLEGAL_ALIEN 0.002 -0.066 -0.049
[0.0731 10.0841 10.0961
BOOKER x NON_RESIDENT -0.022 -0.146 -0.218
[0.2211 [0.3061 [0.307]
BOOKER x HS_GRAD -0.128 ** -0.068 -0.073
[0.0551 [0.059] [0.072]
BOOKER x SOME_COLLEGE -0.010 0.020 -0.029
[0.080] [0.104] [0.107]
BOOKER x COLLEGE_GRAD 0.294 * 0.518 *** 0.532 ***
[0.151] [0.187] [0.190]
Observations 18,550 11,006 3,798
[R.sup.2] 0.732 0.738 0.746
Window of observations 11/2004- 12/2004- 1/2005-
3/2005 2/2005 1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%: *** significant at 1%.
TABLE 6
Results from Baseline-Conditional Estimations of
Non-Substantial-Assistance Sentencings
Dependent Variable: Final Offense Level
1 2 3 4
BOOKER 0.214 0.187 0.227 0.228
[0.206] [0.222] [0.226] [0.257]
BOOKER x FEMALE 0.230 0.147 0.124 0.310
[0.192] [0.204] [0.242] [0.242]
BOOKER x BLACK -0.235 -0.276 -0.283 -0.209
[0.167] [0.193] [0.210] [0.240]
BOOKER x HISPANIC 0.079 0.135 -0.013 -0.010
[0.188] [0.211] [0.235] [0.312]
BOOKER x OTHER_RACE 0.734 * 1.051 ** 0.806 * 0.830 *
[0.395] [0.410] [0.415] [0.438]
BOOKER x LEGAL_ALIEN -0.040 -0.133 -0.001 -0.274
[0.302] [0.303] [0.377] [0.432]
BOOKER x ILLEGAL_ALIEN -0.227 -0.160 -0.022 -0.113
[0.155] [0.171] [0.212] [0.277]
BOOKER x NON_RESIDENT 0.199 0.078 0.216 0.211
[0.4711 [0.549] [0.619] [0.782]
BOOKER x HS_GRAD -0.149 -0.211 -0.260 -0.305
[0.183] [0.201] [0.202] [0.215]
BOOKER x SOME_COLLEGE 0.109 0.144 0.222 0.140
[0.1991 [0.2281 [0.2651 [0.2871
BOOKER x COLLEGE_GRAD 0.017 0.356 0.299 0.705
[0.369] [0.432] [0.447] [0.536]
Observations 48,548 41,550 33,480 26,001
[R.sup.2] 0.827 0.825 0.824 0.824
Window of observations 7/2004- 8/2004- 9/2004- 10/2004-
7/2005 6/2005 5/2005 4/2005
Dependent Variable: Final
Offense Level
5 6 7
BOOKER 0.222 0.439 0.514
[0.295] [0.347] [0.382]
BOOKER x FEMALE 0.187 -0.097 -0.105
[0.298] [0.298] [0.344]
BOOKER x BLACK -0.299 -0.519 -0.423
[0.286] [0.346] [0.397]
BOOKER x HISPANIC -0.145 -0.080 -0.031
[0.365] [0.409] [0.473]
BOOKER x OTHER_RACE 0.404 0.609 0.556
[0.511] [0.689] [0.744]
BOOKER x LEGAL_ALIEN -0.068 0.357 0.201
[0.453] [0.519] [0.671]
BOOKER x ILLEGAL_ALIEN -0.033 -0.536 -0.683
[0.306] [0.360] [0.439]
BOOKER x NON_RESIDENT 0.577 0.643 0.340
[0.809] [1.1161 [1.1451
BOOKER x HS_GRAD -0.126 -0.138 -0.269
[0.248] [0.286] [0.344]
BOOKER x SOME_COLLEGE 0.141 0.053 -0.226
10.3561 10.4301 10.4771
BOOKER x COLLEGE_GRAD 0.859 1.483 ** 1.371 *
10.538] [0.693] [0.769]
Observations 18,550 11,006 3,798
[R.sup.2] 0.828 0.829 0.840
Window of observations 11/2004- 12/2004- 1/2005-
3/2005 2/2005 1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%; *** significant at 1%.
TABLE 7
Results from Offense-Level-Unconditional Estimations of
Non-Substantial-Assistance Sentencings
Dependent Variable: Log Months Imprisonment
1 2 3 4
BOOKER -0.049 -0.043 -0.029 -0.010
[0.056] [0.0581 [0.067] [0.074]
BOOKER x FEMALE -0.028 -0.057 -0.090 -0.066
[0.060] [0.065] [0.073] [0.082]
BOOKER x BLACK 0.018 0.018 0.016 0.001
[0.059] [0.0641 [0.069] [0.077]
BOOKER x HISPANIC -0.008 -0.022 -0.021 -0.008
[0.063] [0.065] [0.070] [0.082]
BOOKER x OTHER_RACE 0.106 0.151 0.099 0.074
[0.112] [0.121] [0.124] [0.133]
BOOKER x LEGAL_ALIEN 0.118 0.147 0.190 0.116
[0.136] [0.136] [0.146] [0.160]
BOOKER x ILLEGAL_ALIEN 0.001 0.018 0.003 -0.057
[0.0491 [0.0501 [0.053] [0.060]
BOOKER x NON_RESIDENT -0.126 -0.187 -0.184 -0.265
[0.1651 [0.168] [0.198] [0.211]
BOOKER x HS_GRAD -0.086 ** -0.099 ** -0.123 ** -0.142 ***
[0.0411 [0.0441 [0.048] [0.0511
BOOKER x SOME_COLLEGE -0.047 -0.070 -0.054 -0.061
[0.048] [0.059] [0.066] [0.073]
BOOKER x COLLEGE_GRAD -0.004 0.083 0.043 0.193
[0.117] [0.133] [0.136] [0.1611
Observations 48,548 41,550 33,480 26,001
[R.sup.2] 0.853 0.852 0.852 0.852
Window of observations 7/2004- 8/2004- 9/2004- 10/2004-
7/2005 6/2005 5/2005 4/2005
Dependent Variable: Log Months
Imprisonment
5 6 7
BOOKER 0.000 -0.060 -0.022
[0.085] [0.093] [0.099]
BOOKER x FEMALE -0.074 -0.107 -0.151
[0.101] [0.105] [0.111]
BOOKER x BLACK -0.021 0.021 -0.019
[0.087] [0.1071 [0.108]
BOOKER x HISPANIC -0.116 0.008 0.002
[0.098] [0.124] [0.133]
BOOKER x OTHER_RACE 0.018 -0.040 -0.112
[0.1591 [0.198] [0.198]
BOOKER x LEGAL_ALIEN 0.254 0.239 0.199
[0.157] [0.170] [0.222]
BOOKER x ILLEGAL_ALIEN 0.051 -0.031 -0.056
[0.077] [0.093] [0.096]
BOOKER x NON_RESIDENT -0.151 -0.262 -0.267
[0.219] [0.269] [0.268]
BOOKER x HS_GRAD -0.141 ** -0.077 -0.114
[0.062] [0.0711 [0.080]
BOOKER x SOME_COLLEGE -0.089 -0.028 -0.046
[0.0801 [0.099] [0.1081
BOOKER x COLLEGE_GRAD 0.268 0.437 ** 0.462 **
[0.181] [0.211] [0.211]
Observations 18,550 11,006 3,798
[R.sup.2] 0.853 0.858 0.866
Window of observations 11/2004- 12/2004- 1/2005-
3/2005 2/2005 1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%; *** significant at 1%.
TABLE 8
Results from Offense-Level-Unconditional Estimations of
Non-Substantial-Assistance Sentencings
Dependent Variable: Final Offense
Level
1 2 3 4
BOOKER 0.115 0.212 0.340 0.357
[0.317] [0.328] [0.360] [0.417]
BOOKER x FEMALE 0.209 0.100 0.077 0.226
[0.248] [0.266] [0.3111 [0.335]
BOOKER x BLACK 0.012 -0.102 -0.127 -0.250
[0.276] [0.306] [0.332] [0.384]
BOOKER x HISPANIC -0.128 -0.188 -0.318 -0.465
[0.308] [0.332] [0.387] [0.460]
BOOKER x OTHER_RACE 0.699 0.773 0.638 0.649
[0.533] [0.552] [0.607] [0.602]
BOOKER x LEGAL_ALIEN 0.266 0.205 0.290 -0.164
[0.651] [0.657] [0.749] [0.875]
BOOKER x ILLEGAL_ALIEN 0.040 0.076 0.083 0.125
[0.211] [0.220] [0.288] [0.319]
BOOKER x NON_RESIDENT -0.235 -0.351 -0.591 -1.053
[0.618] [0.683] [0.892] [1.084]
BOOKER x HS_GRAD -0.131 -0.268 -0.402 -0.327
[0.231] [0.248] [0.2761 [0.277]
BOOKER x SOME_COLLEGE -0.146 -0.168 -0.240 -0.139
[0.245] [0.276] [0.310] [0.359]
BOOKER x COLLEGE_GRAD 0.011 0.082 -0.082 0.399
[0.514] [0.5871 [0.596] [0.771]
Observations 48,548 41,550 33,480 26,001
[R.sup.2] 0.853 0.852 0.852 0.852
Window of observations 7/2004- 8/2004- 9/2004- 10/2004-
7/2005 6/2005 5/2005 4/2005
Dependent Variable: Final
Offense Level
5 6 7
BOOKER 0.462 0.448 0.865
[0.472] [0.520] [0.544]
BOOKER x FEMALE 0.274 0.068 -0.166
[0.400] [0.426] [0.476]
BOOKER x BLACK -0.423 -0.287 -0.463
[0.427] [0.436] [0.482]
BOOKER x HISPANIC -0.799 -0.386 -0.557
[0.523] [0.513[ [0.6001
BOOKER x OTHER_RACE 0.087 -0.030 -0.316
[0.818] [1.011] [1.020]
BOOKER x LEGAL_ALIEN 0.164 0.328 0.595
[0.937] [0.974] [1.016]
BOOKER x ILLEGAL_ALIEN 0.342 -0.210 -0.447
[0.368] [0.434] [0.495]
BOOKER x NON_RESIDENT -0.632 -0.580 -0.534
[1.182] [1.334] [1.405]
BOOKER x HS_GRAD -0.234 -0.246 -0.599
[0.317] [0.403] [0.435]
BOOKER x SOME_COLLEGE -0.394 -0.214 -0.458
[0.379] [0.435] [0.504]
BOOKER x COLLEGE_GRAD 0.737 1.189 1.067
[0.8141 [1.077] [1.086]
Observations 18,550 11,006 3,798
[R.sup.2] 0.853 0.858 0.866
Window of observations 11/2004- 12/2004- 1/2005-
3/2005 2/2005 1/2005
Robust standard errors in brackets.
* Significant at 10%; ** significant at 5%; *** significant at 1%.