Long-term rhythms in the development of Hawaiian social
stratication
Thomas S. Dye
University of HawaiiatM
anoa, 735 Bishop St., Suite 315, Honolulu, HI 96813, USA
article info
Article history:
Received 27 February 2016
Received in revised form
12 May 2016
Accepted 13 May 2016
Keywords:
Time-series analysis
Hawaii
Bayesian calibration
Social change
Joint posteriors
abstract
The tempo plot, a statistical graphic designed for the archaeological study of rhythms of the long term
that embodies a theory of archaeological evidence for the occurrence of events, is introduced. The
graphic summarizes the tempo of change in the occurrence of archaeological events using the model
states generated by the Markov Chain Monte Carlo routine at the heart of Bayesian calibration software.
Tempo plots are applied to the archaeological record of Hawaii to expose rhythms of i) tradition in taro
pond-eld construction, ii) innovation in temple construction, and iii) fashion in the harvest of branch
coral for use as a religious offering. Rhythms of the long term identify a hitherto unrecognized trans-
formation of religious practice in Hawaii, establish temporal coincidence in temple construction in
leeward sections of Maui and Hawaii Islands previously described as regionally idiosyncratic, suggest
shallow temporal limits to the use of the direct historical approach in Hawaii, and disclose processes at
work in the politic al economy recorded at the time of western Contact.
© 2016 Elsevier Ltd. All rights reserved.
1. Introduction
Many of the rhythms of life in contact-era Hawaii are well
known. The cyclical rhythms imposed by naturedthe daily routine
and the seasonal rounddand those imposed by society as status
transformations through the life cycle are recorded in Hawaiian
traditions and imprinted on modern practices (Chun, 2011; Malo,
1996; Pukui et al., 2001; Handy and Pukui, 1972). Less well
known are rhythms of the long term, the working out of multi-
generational projects of labor and innovation whose details typi-
cally fall outside the scope of Hawaiian traditional accounts, but
whose remains characterize the archaeological record of Hawaii.
Like their shorter-term counterparts, rhythms of the long term can
reect cyclical processes or instead be linear, a rhythm theorized to
reect processes of inter-group alliance (Lefebvre, 2004). The study
of rhythms of the long term in Hawaii thus complements the long-
standing anthropological investigation into the development of
Hawaiian social complexity, which arguably created states or
archaic states prior to the advent of sustained Western contact in
CE 1778 (Hommon, 2013, 1976; Kirch, 2010a).
Three factors have slowed archaeological study of rhythms of
the long term in Hawaii. Foremost among these is Hawaiian
archaeologys struggle to establish accurate and precise chronology
(Dye, 2015), which is slowly being resolved by more frequent
application of chronometric hygiene (Dye, 2000; Spriggs and
Anderson, 1993) and Bayesian calibration (Athens et al., 2014;
Dye, 2011). A second factor, closely related to the rst, is an incli-
nation among Hawaiian archaeologists faced with an uncertain and
changing chronology to privilege social scientic explanations over
historical ones (Trigger, 1989). Recent book-length treatments of
social stratication in Hawaii that take a social scientic stance
posit universal cultural traits, then illustrate them with in-
terpretations of a selective body of oral traditions kept by the
Kamehameha dynasty, which ruled a unied Hawaiian kingdom
through most of the nineteenth century (Hommon, 2013; Kirch,
2010b). A third factor has to do with the limited tools available to
archaeologists who wish to measure rhythms of the long term. The
mainstay of time-series analysis of archaeological trends
(Williams, 2012, 578) is the summed calibrated probability distri-
bution (SCPD). Archaeological practice has shown that interpreta-
tion of an SCPD is complicated by several factors: i) there are
different ways to construct an SCPD that yield different results
(Weninger et al., 2011); ii) their formal statistical meaning is the
probability of the data of one of the events chosen at random,
rather than the probability of the event itself; iii) as typically con-
structed, an SCPD lacks an estimate of uncertainty (cf. Steele, 2010);
iv) much of the structure is due to the
14
C calibration curve; v) very
E-mail address: tsd@tsdye.com.
Contents lists available at ScienceDirect
Journal of Archaeological Science
journal homepage: http://www.elsevier.com/locate/jas
http://dx.doi.org/10.1016/j.jas.2016.05.006
0305-4403/© 2016 Elsevier Ltd. All rights reserved.
Journal of Archaeological Science 71 (2016) 1e9
large sample sizes are needed to detect changing frequencies of
events, assuming a Poisson distribution of counts; and vi) the SCPD,
as it is typically constructed, works directly with the dated events
and not with target events of interest (Bayliss et al., 2007; Chiverrell
et al., 2011; Culleton, 2008; Wood, 2015). These factors have
contributed to recommendations that SCPDs be used in concert
with other measures to check for errors and guide interpretation
(e.g., Williams, 2012).
This paper describes the tempo plot, a statistical graphic
designed for the archaeological study of rhythms of the long term. A
tempo plot summarizes the joint posterior distribution of events
specied in a chronological model using output from the Markov
Chain Monte Carlo (MCMC) routine at the heart of Bayesian cali-
bration software. It is applied to four chronological data sets from
Hawaii that have been calibrated with chronological models that
distinguish dated, reference, and target events (Dean, 1978). Three
distinct trajectories are identied in the resulting tempo plots and,
as described below, these are interpreted as representing tradition,
innovation, and fashion. Together, the tempo plots measure with
archaeological materials rhythms of long term history in Hawaii.
They identify a hitherto unrecognized transformation of religious
practice, establish temporal coincidence in temple construction in
leeward sections of Maui and Hawaii Islands, suggest temporal
limits to the use of the direct historical approach in Hawaiian
archaeology, and expose developmental processes in the political
economy recorded at the time of western Contact.
2. Methods and materials
The tempo plot makes use of the raw data produced by the
MCMC procedure at the heart of Bayesian calibration software,
which repeatedly generates parameter values that satisfy the con-
straints specied by a chronological model. The chronological
model sets out what is known about the relative ages of dated,
reference, and target events (Dean, 1978). This information is
typically drawn from stratigraphic observations, but the model is
general and information on relative ages can come from any source,
including expert opinion, interpretations of oral traditions, etc. The
model-building step is important for the tempo plot because the
events it intends to summarize must all be specied in the chro-
nological model.
Each call to the MCMC routine produces a set of values that
represent one valid instance of the chronological model. In the
course of a typical calibration, the MCMC routine produces several
hundred thousand of these valid instances, which in the case of a
successful calibration might be thought of as having explored the
state space of the chronological model. The marginal posterior for
an individual event summarizes the several hundred thousand
values assigned to it by the MCMC routine during the calibration
process. A histogram of these values yields the calibrated age
graphic familiar to archaeologists and produced by all of the cali-
bration software applications. In addition to this standard graphic,
calibration software applications also provide ways to investigate
the joint distributions of two events, either by estimating the hiatus
between them or by calculating the probability that one is older
than the other. In these cases, the software compares the several
hundred thousand values assigned to the two values by the MCMC
routine to calculate the appropriate statistic. When more than two
events are of interest, then some applications will calculate an
SCPD, which yields a rather poor estimate of event density. How-
ever, for practical reasons, the software applications do not provide
general sets of tools with which to investigate joint posteriors.
Access to the raw MCMC values is needed for these more special-
ized analyses.
For many years, the Bayesian calibration software applications
popular among archaeologists used the MCMC results internally,
but did not report them. This meant that it was effectively impos-
sible to carry out specialized analyses of three or more joint pos-
teriors. In 2009, the OxCal software package added a function,
MCMC_sample, to write out raw MCMC values, and a similar facility
was added to the BCal software (Buck et al., 1999) sometime later.
Raw MCMC values can also be accessed with the open-source
Chronomodel application (Lanos et al., 2015). These de-
velopments make it possible to investigate arbitrarily complex re-
lations among events specied in a chronological model.
The tempo plot is one example of a tool designed to investigate
the joint posteriors of multiple events in a chronological model (see
Steele, 2010, for a use of raw MCMC output to estimate event
density). For each instance generated by the MCMC routine, the
tempo plot calculates the cumulative frequency of specied events
by calculating how many events took place before each date in a
specied range of dates. The results for each date are then sum-
marized by nding the mean and standard deviation. The tempo
plot is constructed by plotting three lines, one connecting the
means for each date to show the central tendency of the tempo, and
two others connecting the standard deviations younger and older
than the mean to indicate the dispersion of the data. An R software
routine for calculating the joint posteriors for a tempo plot using
the raw MCMC output from OxCal is presented in the Supporting
Information.
Tempo plots are calculated and constructed for four chrono-
logical data sets from Hawaii, including i) estimates of 16 taro
pond-eld construction events on Molokai, Oahu, and Hawaii
based on
14
C dates; ii) estimates of 11 temple construction dates in
the rain-fed agricultural region of Kohala, Hawaii based on
14
C
dates; iii) estimates of 11 temple construction dates in the rain-fed
agricultural region of Kahikinui, Maui based on
230
Th dates; and iv)
estimates of 46 branch coral harvest events at Kahikinui, Maui
based on
230
Th dates (see Fig. 1).
2.1. Taro pond-eld construction events
Taro (Colocasia esculenta), a Hawaiian staple native to India and
mainland Southeast Asia and possibly domesticated in the western
Pacic(Coates et al., 1988), was widely cultivated in pond-elds in
Hawaii(Ladefoged et al., 2010). Irrigated facilities for taro pro-
duction are found throughout the Pacic, where they contrast with
rain-fed cultivation of crops such as yams and sweet potatoes
(Barrau, 1965; Kirch, 1994; Spriggs et al., 2012). In Hawaii, the
pond-eld system has been characterized as a set of articially
leveled planting surfaces designed to impound water, sharing a
single water source, and forming a hydraulic unit for the purposes
of irrigation (Kirch, 1977, 252). Individual pond-elds are located
in intermittent stream beds, on taluvial slopes, and most commonly
on alluvial terraces where they impound water with an earthen
bund typically faced with a veneer of stones (Earle, 1980; Kirch,
1977; Ladefoged et al., 2010).
Archaeologists in Hawaii have dated materials with which to
estimate the construction dates of 16 taro pond-elds on three
islands. In each case, the dated material was collected from a
context beneath the base of the pond-eld bund facing. Thus, the
reference event, which is deposition of the dated material at the
collection location, has a disjunct association with the target event,
which is construction of the pond-eld bund. A disjunct association
ensures that the hiatus between the dated event and reference
eventdthe in-built age that is always present (Waterbolk, 1971)d
lacks the potential to confound the relationship between reference
and target events (Fig. 2).
The rst project to collect dating material in disjunct association
with the pond-eld construction event recovered and dated a piece
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e92
of unidentied charcoal from alluvium underlying a pond-eld soil
exposed in a stream cut in Anahulu Valley, Oahu (Spriggs and
Kirch, 1992, 123). The strategy of isolating charcoal strati-
graphically inferior to a pond-eld was later applied routinely at
Wailau Valley, Molokai(McElroy, 2012) and in H
alawa Gulch on
Hawaii Island (McCoy et al., 2013) where excavations adjacent to
pond-eld bunds took care to collect materials from beneath a
basal facing stone of the bund and identied short-lived materials
for dating.
The chronological model used to estimate the age of the pond-
eld construction event in each case establishes a dry phase that
pre-dates construction of the pond-eld (Supporting Information).
The dry phase is dened by an early boundary,
a
dry
, and a late
boundary,
b
dry
, from which one or more
14
C dates were determined
on materials collected below the pond-eld,
Q
dry
. In addition,
b
dry
is constrained to be later than the date Polynesians discovered and
settled Hawaii(Athens et al., 2014). The chronological model can
be expressed algebraically as follows:
a
pre
>
Q
pre
>
b
pre
¼
a
post
>
Q
post
>
b
post
(1)
a
dry
>
Q
dry
>
b
dry
(2)
b
pre
>
b
dry
(3)
where: i)
a
pre
and
b
pre
are the early and late boundaries of the pre-
Polynesian phase, respectively; ii)
Q
pre
represents the true ages of
the reference events for
14
C dates condently assigned to the pre-
discovery phase, which in each case is deposition of the dated
material; iii)
a
post
and
b
post
are the early and late boundaries of the
post-discovery phase, respectively; iv)
Q
post
represents the true
ages of the reference events for
14
C dates condently assigned to
the post-discovery phase, which in each case is deposition of the
dated material; v) > means is older than; and vi)
b
pre
and
a
post
represent the date of Polynesian discovery.
The best estimates for the pond-eld construction dates are the
marginal posterior densities for
b
dry
(Fig. 3).
2.2. Temple construction events
Two recent investigations provide data on the tempo of temple
construction in leeward locations where rain-fed cultivation of
sweet potatoes was the dominant crop.
Excavations at eleven temples in the leeward Kohala eld sys-
tem collected short-lived wood charcoal from contexts beneath the
basal stones of the temple structures (McCoy et al., 2011). Here, the
reference event, which is deposition of the dated material at its
collection location, is in disjunct association with the target event,
which is construction of the temples stone architectural elements.
The
14
C dates were subsequently calibrated with a chronological
model similar to the one used for the taro pond-eld construction
events, which considers the reference event in each case to be a
terminus post quem for temple construction (Dye, 2012). Like the
construction of taro pond-elds, the temple construction events
are constrained to be later than Polynesian discovery of Hawaii, but
Fig. 1. The Hawaiian Islands, showing territorial divisions of the islands and places mentioned in the text.
Fig. 2. Associations and discontinuities in archaeological dating identied by Dean
(1978). Arrows point from a younger event to an older event. E
t
¼ target event;
E
r
¼ reference event; E
d
¼ dated event. Note that direct, disparate, and disjunct as-
sociations are distinguished by the relationship of the reference and target events. The
dated event is drawn lower than the target event for the disparate association to
emphasize the possibility that temporal relationships might be confounded due to in-
built age and residuality.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e9 3
in this case there is the additional constraint that the temple must
have been built before the overthrow of the traditional Hawaiian
religion in 1819 (Kamakau, 1992,219e228). This chronological
model uses (1) and
a
prelkfs
>
Q
prelkfs
>
b
prelkfs
> AD 1819 (4)
b
pre
>
b
prelkfs
(5)
where: i)
a
prelkfs
and
b
prelkfs
are the beginning and end of the pre-
construction phase; and ii)
Q
prelkfs
are the calendar ages of the
14
C
date reference events, which in each case is deposition of the dated
material. In this model, the best estimate of the temple construc-
tion date is
b
prelkfs
(Supporting Information). The Bayesian cali-
bration yields construction date estimates ranging from the early
sixteenth to the early nineteenth century (Fig. 4).
The second project, in the dry Kahikinui lands on Maui Island,
collected and dated pieces of branch coral from architectural ll
contexts at 11 temples identied by the excavator as architectur-
ally integral (Kirch et al., 2015). Here, there is a direct association
between the reference event and the target event, which in both
cases is construction of the architectural element from which the
dated branch coral was collected. The branch coral pieces were
dated with the
230
Th method, which yields precise age de-
terminations with typical errors of less than a decade. A Bayesian
model designed to estimate temple construction dates in Kahikinui
is slightly different than the one used to calibrate the
14
C dates from
beneath the temples in the leeward Kohala eld system
(Supporting Information). Because the branch coral pieces were
harvested, they must all be younger than the colonization event.
The model includes (1) and
a
prekahikinui
>
Q
prekahikinui
>
b
prekahikinui
> AD 1819 (6)
b
pre
>
a
prekahikinui
(7)
where: i)
a
prekahikinui
and
b
prekahikinui
are the beginning and end
of the pre-construction phase; and ii)
Q
prekahikinui
are the calendar
ages of the
230
Th dated reference events, which in each case is
deposition of the branch coral. In this model, the best estimate of
the temple construction date is
b
prekahikinui
. The Bayesian cali-
bration yields estimates that start in the mid-sixteenth century and
run to the early nineteenth century (Fig. 5).
2.3. Branch coral harvest events
Forty-six
230
Th dates on branch coral pieces chosen for dating to
minimize the hiatus between coral death and harvest (Fig. 6)have
been reported for Maui Island (Kirch et al., 2015, Table 1). The dates
provide a high resolution record of branch coral harvest associated
with ritual offerings on temples from Kahikinui and Kaup
o districts
of Maui Island (Supporting Information). The dates range from CE
1099 ± 8 to CE 1794 ± 4, with most falling between the mid-
sixteenth to seventeenth centuries.
3. Results
Tempo plots for the pond-eld construction events, coral har-
vests, and temple construction events at the leeward Kohala eld
system and Kahikinui are shown in Fig. 7. The tempo plot indicates
that pond-eld construction began early and that new pond-elds
were added steadily well into the historic period. In contrast,
branch coral harvest on Maui starts early, is practiced frequently
from CE 1550 to 1700, and then declines. The sigmoidal shape of the
branch coral harvest tempo plot contrasts strongly with the linear
shape of pond-eld construction tempo plot. Finally, construction
of temple foundations in the leeward Kohala eld system and at
Kahikinui starts latedafter sweet potato was introduced to Eastern
Polynesia from South America (Green, 2005; Yen, 1974), transferred
to Hawaii sometime before CE 1290e1430 (Ladefoged et al., 2005),
and procedures for its optimal production were developed (Kagawa
and Vitousek, 2012)dand expands rapidly until the overthrow of
the traditional religion in 1819, when temple construction stopped
throughout the islands.
Fig. 3. Construction date estimates for 16 taro pond-elds on Molokai (M), Oahu (O), and Hawaii (H) Islands.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e94
Uncertainty in the estimates shown in Fig. 7 is directly tied to
sample size and to the underlying uncertainty of the age de-
terminations. This can be seen most clearly in the tempo plot of
branch coral harvest, which summarizes 46 event estimates with
standard deviations mostly less than 10 years. The irregular shape
of the tempo plot of the Kahikinui temple foundations compared to
the smooth tempo plot of the leeward Kohala temple foundations is
due to the relative precision of the
230
Th dates from Kahikinui.
4. Discussion
The tempo plot was designed to contribute to an historical
interpretation of the Hawaiian archaeological past. Like the historic
turn in the human sciences that developed in response to the
universalizing goals of social scientic research (McDonald, 1996,
1), historicism in Hawaiian archaeology is developing in response
to the neo-evolutionary approach that has dominated Hawaiian
Fig. 4. Construction date estimates for 11 temples in the leeward Kohala eld system. Source:Dye (2012, 1204).
Fig. 5. Construction date estimates for 11 Kahikinui temples.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e9 5
archaeology since the rise of the New Archaeology in the 1960s and
1970s(Trigger, 1989). The tempo plot is designed to encourage the
acquisition and interpretation of ne-grained chronologies of
change as an antidote to the fuzzy archaeological chronologies
produced by the neo-evolutionists, a circumstance that has argu-
ably led to over-interpretation of traditional historical accounts
(Dye, 2014).
Central to the tempo plot is the event, which is specied
precisely with a Bayesian chronological model. The event has been
widely disparaged in social scientic research as idiographic or
unimportant, but historicisms local scope and embrace of contin-
gency has renewed interest in the analysis and interpretation of
events. There are two main lines of event-based research. Historical
sociologists have a long history of compiling and interpreting event
catalogs to explain social change during times of unrest (Tilly, 2008,
46e54). More recently in anthropology, Marshall Sahlins has
theorized the event as the unit of practice responsible for gener-
ating social change, using historical case studies from Hawaii and
Fiji (Sahlins, 1981, 1985, 1991). Sahlins ideas have been elaborated
by the political scientist William H. Sewell, Jr (Sewell, 2005) and
this analytic framework is being explored by archaeologists, most of
whom are interested in how material events articulate with the
ideal notion of structure at the center of Sahlins and Sewells work
(Beck Jr. et al., 2007; Bolender, 2010). In contrast to these studies,
which theorize the role of events in particular pasts, the tempo plot
embodies a theory of the evidence, based on the distinctions
among dated, reference, and target events (Dean, 1978).
Application of the tempo plot to Hawaiian archaeological data
has implications for previous research results and presents an op-
portunity for an interpretation of the long-term rhythms of Ha-
waiian history.
4.1. Implications for previous research
The theory of the evidence embodied in the tempo plot is
important because dating evidence is often misinterpreted in Ha-
waiian archaeology. For example, dates collected from beneath
pond-eld bunds have sometimes been interpreted as if they
represent vegetation clearance immediately preceding construc-
tion (e.g., McElroy, 2012, 138), but all that can be said with con-
dence is that materials beneath the bund face are older than the
pond-eld construction event; the magnitude of the disjunction
cant be estimated condently given the evidence. Nevertheless,
the dates from the Wailau pond-eld systems were calibrated ab-
sent the constraints of a stratigraphic model and the resulting age
estimatesdfor the growth of plants in the region prior to pond-
eld constructiondhave been interpreted as estimates of con-
struction events (e.g., Kirch, 2010a
, 145). This tactic potentially
yields age estimates for pond-eld construction that are too old
because there is no guarantee that dated materials are not much
older than the construction event.
Similarly, the tempo plot for temple foundation construction in
the leeward Kohala eld system can be compared to an ad hoc
interpretation of the dating evidence that postulated an early
chronology that dated two construction events to CE 1474e1522,
four to CE 1522e1647, four to CE 1647e1680, and one subsequent to
CE 1680 (McCoy et al., 2011, 935e936). The conclusion that 10 of the
11 temple foundations were constructed before CE 1680 contrasts
strongly with the tempo plot, which indicates 2e4 construction
events by that time. The decline of temple construction postulated
by the ad hoc chronology, in which only one temple was built be-
tween CE 1680 and 1819, is contraindicated by the tempo plot,
which shows that the pace of temple construction quickened dur-
ing this period.
The theory of the evidence embodied in the tempo plot has
several implications for the chronology of temple construction at
Kahikinui. The Kahikinui dating projects pioneered the
230
Th dating
of branch coral from Hawaiian archaeological sites (Kirch and
Sharp, 2005; Kirch et al., 2015). The lure of
230
Th dating is its pre-
cision; the standard deviation of age estimates is typically less than
a decade and often less than ve years. However, the interpretation
of the initial
230
Th results by Kirch and Sharp (2005) was widely
criticized because seven of the eight dated branch coral pieces were
Fig. 6. A model of potential discontinuities in the process by which branch coral is
introduced to the archaeological record. The nodes indicate events starting with the
death of the branch coral, through its harvest, and deposition at a temple, either as an
offering or a component of the architectural ll. The numbered arcs represent potential
hiatuses in the process. See the text for a full discussion.
Fig. 7. Tempo plots of pond-eld construction, temple construction at Kahikinui and
the leeward Kohala eld system, and coral harvest events plotted with 1 s.d. con-
dence intervals.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e96
collected from surface contexts that post-date the temple con-
struction event by an unknown interval (Dye, 2010; Kolb, 2006;
Weisler et al., 2005).
Subsequently, another 40
230
Th dates were processed, mostly
from surface contexts but also including 18 from architecturally
integral contexts in disjunct association with the construction
event (Fig. 6). The model Kirch et al. (2015) use to interpret these
dates stipulates that a long discontinuity between coral death and
harvest (Fig. 6, hiatus 1) is implausible at Kahikinui where the high
energy marine environment purportedly thins standing dead
corals; this stipulation can be extended to low energy marine en-
vironments because dead coral becomes encrusted with algae fairly
rapidly, and algae encrusted pieces would not be selected for
230
Th
dating. Thus, the dating protocol for selecting pristine coral pieces
ensures that a discontinuity between coral death and harvest is
minimized. Kirch et al. (2015, 171) go on to argue that similarities in
the age distributions of the surface and architecturally integral
corals support a model in which discontinuities between the har-
vest event and deposit of the coral at the temple (Fig. 6, hiatuses 2a
and 2b), discontinuities due to re-deposition of coral offerings
(Fig. 6 , hiatuses 3a and 3b), and discontinuities due to re-deposition
of corals in ll material (Fig. 6, hiatuses 4a and 4b) are also
negligible.
Kirch et al. (2015,172e173) note that a model in which freshly
harvested corals are deposited on or in newly-built temples does
not t the dating results from KOU temple where: i) a difference of
nearly 300 years separates two architecturally integral coral pieces,
indicating a discontinuity between coral harvest and deposition in
the ll (Fig. 6, hiatuses 2a, 3a, and/or 4a); and ii) ages of surface
corals range over 145 years, indicating a discontinuity between
coral harvest and deposition of offerings (Fig. 6, hiatuses 2b, 3b,
and/or 4b). The poor t of data to model is treated as an exception
that demonstrates the complications that can arise with complex,
monumental architecture on a site used over an extended time
period (Kirch et al., 2015, 173).
However, the KOU site is not the only exception to the model. Six
of the nine other smaller temples from which multiple corals were
dated yielded discontinuities. At the WF-AUW-359 and KIP-330
temples surface corals indicate discontinuities of about 75 and
125 years. At the AUW-9 temple, one of the architecturally integral
dates is 20 years older than the other three, and at LUA-29 two
architecturally integral corals that a site plan (Kirch et al., 2015,173)
shows were part of the smaller, southwest enclosure yielded dates
about 45 years apart. These temples indicate discontinuities be-
tween coral harvest and deposition in the ll (Fig. 6, hiatuses 2a, 3a,
and/or 4a). At the KIP-273 and KIP-306 temples, surface coral is
20e40 years older than architecturally integral coral (Fig. 6, hia-
tuses 2b, 3b, and/or 4b). In these smaller temples, discontinuities
have cumulative effects ca. 20e125 years, an order of magnitude
greater than the
230
Th measurement errors. If the KOU temple is not
exceptional, then the cumulative effect of discontinuities is two
orders of magnitude greater than the
230
Th measurement errors.
Evidence for a major phase of temple construction in Kahikinui
beginning ca. CE 1550 and continuing until ca. CE 1700 (Kirch et al.,
2015, 166) is not apparent in Fig. 7, which indicates that temple
construction began in the late sixteenth century and continued
steadily through the seventeenth, eighteenth, and early nineteenth
centuries. The purported surge in temple construction in the
sixteenth and seventeenth centuries appears to be an artifact of an
ad hoc method that ignores potential discontinuities in the pro-
cesses by which branch coral is introduced to the archaeological
record (Fig. 6) and that estimates construction events with dispa-
rate target events (Fig. 2). When a plausible theory of the evidence
is applied, there is no credible evidence for a quickening tempo of
temple construction associated with the rulers Piilani, Kiha-a-
Piilani, and Kamalalawalu, whom tradition credits with unifying
the districts of the island, a crucial step in state formation (Kirch
et al., 2015, 174).
The theory of the evidence embodied by the tempo plot in-
dicates that
230
Th dates on pieces of branch coral are, instead,
associated with the coral harvest event, when the living or recently
dead coral piece was broken off from the rest of the colony and
removed from the sea. This association is interesting for several
reasons. First, given that the dated corals were selected to minimize
the effect of a discontinuity between coral death and harvest (Fig. 6,
hiatus 1), and thus condently date human activity, the oldest
dated coral, KOU CS-5a, which yielded an estimate of CE 1099 ± 8,
indicates that Polynesians were in Hawaii around the start of the
12th century, about a century earlier than a recent colonization
date estimate (Wilmshurst et al., 2011). Second, at the other end of
the distribution, the youngest branch coral date, KOU-CS-2, on a
piece of coral collected from the surface of the KOU temple, yielded
an age estimate of CE 1794 ± 4. This age estimate indicates that the
practice of harvesting branch coral for deposition at temples
continued to within about a generation of the overthrow of the
traditional religion in 1819, albeit at a much reduced frequency and
likely reduced importance. Third, the tempo plots indicate that the
century and a half when branch coral harvesting was regularly
practiceddfrom the mid sixteenth century to the turn of the
eighteenth centurydcoincides with the early stages of temple
expansion at Kahikinui and the leeward Kohala eld system. Later
stages in the process of temple expansion were carried out at a time
when branch coral harvesting had declined. When Hawaiian tra-
ditions were recorded in the early nineteenth century, the practice
of depositing branch coral as an offering within the temple was no
longer remembered, but corals were still collected and placed
outside the temple (Malo, 1996, 92, 256). This suggests that reli-
gious practice at the time when Piilani, Kiha-a-Piilani, and
Kamalalawalu were unifying the island was one in which the har-
vest of branch coral offerings was important, but that this changed
around the turn of the eighteenth century. Regardless of the precise
nature of the transformation, which might be discovered through
additional archaeological inquiry, the decline of branch coral har-
vest indicates a temporal limit to application of the direct historical
approach to the interpretation of Hawaiian temples. In this case, the
direct historical approach might be useful back to around the
beginning of the eighteenth century, but is problematic for earlier
times.
4.2. Long-term rhythms in Hawaiian history
Tempo plots for taro pond-eld construction, harvest of branch
coral, and temple construction in rain-fed agricultural regions take
on three different patterns or shapes indicative of distinct rhythms
of the long term. The tempo plot for taro pond-eld construction
starts early and rises steadily through the sequence. This shape is
indicative of a tradition in much the same sense as this term was
dened by American archaeologists in the 1950s, as a (primarily)
temporal continuity represented by persistent congurations in
single technologies or other systems of related forms (Willey and
Phillips, 1958, 37). If taro pond-elds can be considered a single
technology and the long-term practice of their construction a
persistent conguration, then the label can be seen to have a
more or less consistent application from the culture-historical
framework of the mid twentieth century through to the practice
and event based framework advocated here. Persistence of the taro
pond-eld construction tradition implies an extension of cyclical
rhythm in Hawaiian practice, where the impetus for pond-eld
construction arises at semi-regular intervals to create space for
the cyclical production of taro at the center of Hawaiian practice.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e9 7
Labeling this pattern a tradition ts well with Hawaiian tradi-
tional accounts, which give great value to taro cultivation and
consider the plant a genealogical ancestor of the Hawaiian people.
In contrast to the steadily rising shape of the tempo plot for taro
pond-eld construction, branch coral harvest starts early, persists
at a low level for several centuries, then rises sharply before
becoming once again infrequent. The shape of this tempo plot is
indicative of a fashion, a practice that comes into and then goes out
of style. Plotted in a different way, the data on branch coral harvest
would produce a battleship-shaped curve indicative of a stylistic, as
opposed to a functional, trait (Dunnell, 1978). Because the rela-
tionship between an offering and its meaning in the ritual is
essentially arbitrary, harvest of branch coral for use in temples is a
prime candidate for a stylistic attribute in this evolutionary sense.
Finally, tempo plots for temple construction at Kahikinui and the
leeward Kohala eld system exemplify a third pattern. Both plots
start late and rise strongly until CE 1819, when the traditional
religion was overthrown and temple construction ceased. Their late
start and consistent practice over brief spans are indicative of in-
novations, linear rhythms imposed on the more cyclical rhythms of
local life. When Cook arrived in the late eighteenth century, tem-
ples were used by high status men to feast on pork, a food by that
time denied to women and others (Kirch, 2001). Linear rhythms
such as these are determined by the forms of alliance that human
groups give themselves (Lefebvre, 2004, 100). In this case, simi-
larities in tempo plots for temple construction on opposite sides of
the Alenuihaha channel reect the quickening pace of marriage
alliances between elite families of Hawaii and Maui (Graves et al.,
2010) and a corresponding increase in demand for pigs that
might be used in gift exchanges central to alliance creation and
maintenance (Dye, 2014).
5. Conclusions
Tempo plots are a potentially useful tool for archaeologists
interested in the time-series analysis of trends, and are easily
constructed from the raw MCMC output of Bayesian calibration
software. They provide a framework consisting of a chronological
model, the established methodology of Bayesian calibration, and a
simple descriptive statistical graphic that reveals the rhythm of
events in the long term. The graphic appears able to distinguish at
least three different rhythms. The cyclical rhythms of pond-eld
construction and use can be characterized as a tradition with
deep roots in Hawaiian culture that was established early and
practiced steadily into the modern era. In contrast, the linear
rhythm of temple construction in the rain-fed agricultural elds of
leeward Maui and Hawaii Islands can be characterized as an
innovation that began late in the traditional Hawaiian period and
continued until the overthrow of the traditional religion in 1819.
This long-term rhythm of temple construction can be divided into
an early period of about a century and a half when it was the fashion
to harvest branch coral and either offer it at temples or incorporate
it in the structural ll, and a later period when branch coral harvest
fell out of fashion in the century leading up to 1819.
Tempo plots shed some light on the development of Contact-era
political economy, which has been investigated primarily by ar-
chaeologists working within a neo-evolutionary framework,
resulting in two recent book-length treatments, both of which rely
heavily on traditional historical accounts and less so on strictly
archaeological data. One of these accounts hypothesizes an early
development of archaic states in the seventeenth century (Kirch,
2010a), while the other favors a later development of states in the
eighteenth century (Hommon, 2013). Although it is unlikely that
the timing of archaic state or state formation will be deter-
mined with condence from the archaeological record, because the
state is an abstract notion that leaves no direct traces, the long-term
rhythms of temple construction and branch coral harvest cast
doubt on the hypothesis of early development. In particular, reli-
gious practices that supported the political aspirations of Hawaiian
kings (Valeri, 1985) developed their Contact era form in the eigh-
teenth century, sometime after harvest of branch coral for temple
offerings went out of fashion.
Analysis of archaeological events with tempo plots encourages
the archaeologist to move beyond the stadial view of cultural
development proposed by neo-evolutionary theory and invites the
theorist to hypothesize state formation as a process with an
archaeological expression, rather than as an event that might be
inferred from traditional accounts (Routledge, 2014). From the
perspective of an historical approach to Hawaiian archaeology,
rhythms of the long-term revealed by the tempo plot, including the
cyclical rhythms of tradition and the linear rhythms of fashion and
innovation, can be interpreted as diachronic strands that contribute
to a multi-stranded cable of explanation, an explanatory form that
distinguished early modern science from the scholastic tradition it
eventually replaced (Peirce, 1868) and is favored by at least one
philosopher who has thought deeply about archaeological expla-
nation (Wylie, 1989).
Acknowledgments
The author thanks: Caitlin Buck for pointing out how joint
posteriors might be used instead of SCPDs, and for reviewing an
early draft of the R code included in the Supporting Information;
Derek Hamilton for help rening the chronological model for
Polynesian discovery of Hawaii; Jeffrey Pantaleo for the opportu-
nity to develop tempo plots in the context of an integrated cultural
resources management plan; Cynthia Hunter for information on
changes to the appearance of branch coral after death; Ray Kidd for
supplying a bibliographic reference in response to a post on the
OxCal mailing list; Andrew Millard for a post on the OxCal mailing
list that helped summarize the statistical drawbacks of SCPDs;
Christopher Bronk Ramsey for implementation details of the OxCal
MCMC_sample function; Tim Rieth, Rob Hommon, H. David Tuggle,
Jim Bayman, Alex Morrison, and especially Patrick McCoy for
commenting on an early rough draft of the paper and for general
encouragement; and three anonymous reviewers for several
helpful suggestions.
Appendix A. Supplementary data
Supplementary data related to this article can be found at http://
dx.doi.org/10.1016/j.jas.2016.05.006.
References
Athens, J.S., Rieth, T.M., Dye, T.S., 2014. A paleoenvironmental and archaeological
model-based age estimate for the colonization of Hawaii. Am. Antiq. 79 (1),
144e155.
Barrau, J., 1965. Lhumide et le sec: an essay on ethnobiological adaptation to
contrastive environments in the Indo-Pacic area. J. Polyn. Soc. 74, 329e 346.
Bayliss, A., Bronk Ramsey, C., van der Plicht, J., Whittle, A., 2007. Bradshaw and
Bayes: towards a timetable for the Neolithic. Camb. Archaeol. J. 17 (1), 1e28.
Beck Jr., R.A., Bolender, D.J., Brown, J.A., Earle, T.K., 2007. Eventful archaeology: the
place of space in structural transformation. Curr. Anthropol. 48 (6), 833e860.
Bolender, D.J. (Ed.), 2010. Eventful Archaeologies: New Approaches to Social
Transformation in the Archaeological Record. Institute for European and Med-
iterranean Archaeology Distinguished Monograph. State University of New York
Press, Albany, NY.
Buck, C.E., Christen, J.A., James, G.N., 1999. Bcal: an on-line Bayesian radiocarbon
calibration tool. Internet Archaeol. 7. URL. http://intarch.ac.uk/journal/issue7/
buck/.
Chiverrell, R.C., Thorndycraft, V.R., Hoffman, T.O., 2011. Cumulative probability
functions and their role in evaluating the chronology of geomorphological
events during the Holocene. J. Quat. Sci. 26 (1), 76e85.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e98
Chun, M.N., 2011. No N
a Mamo: Traditional and Contemporary Hawaiian Beliefs and
Practices. University of Hawaii Press: Curriculum Research & Development
Group, College of Education, University of Hawaii at Manoa, Honolulu.
Coates, D.J., Yen, D.E., Gaffey, P.M., 1988. Chromosome variation in taro, Colocasia
esculenta: implications for origin in the Pacic. Cytologia 53, 551e560.
Culleton, B.J., 2008. Crude demographic proxy reveals nothing about Paleoindian
population. Proc. Natl. Acad. Sci. U. S. A. 105 (50), E111.
Dean, J.S., 1978. Independent dating in archaeological analysis. In: Schiffer, M.B.
(Ed.), Advances in Archaeological Method and Theory, vol. 1. Academic Press,
New York, pp. 223e265.
Dunnell, R.C., 1978. Style and function: a fundamental dichotomy. Am. Antiq. 43,
192e202.
Dye, T.S., 2000. Effects of
14
C sample selection in archaeology: an example from
Hawaii. Radiocarbon 42 (2), 203e21 7 .
Dye, T.S., 2010. Traditional Hawaiian surface architecture: absolute and relative
dating. No. 3 in Special Publications. In: Dye, T.S. (Ed.), Research Designs for
Hawaiian Archaeology: Agriculture, Architecture, Methodology. Society for
Hawaiian Archaeology, Honolulu, pp. 93e155. Ch. 2.
Dye, T.S., 2011. A model-based age estimate for Polynesian colonization of Hawaii.
Archaeol. Ocean. 46, 130e138.
Dye, T.S., 2012. Hawaiian temples and Bayesian chronology. Antiquity 86 (334),
1202e1206.
Dye, T.S., 2014. Wealth in old Hawaii: good year economics and the rise of pristine
states. Archaeol. Ocean. 49 (2), 59e85.
Dye, T.S., 2015. Dating human dispersal in Remote Oceania: a Bayesian view from
Hawaii. World Archaeol. 47 (4), 661e676.
Earle, T.K., 1980. Prehistoric irrigation in the Hawaiian Islands: an evaluation of
evolutionary signicance. Archaeol. Phys. Anthropol. Ocean. 15, 1e28.
Graves, M.W., Cachola-Abad, C.K., Ladefoged, T.N., 2010. The Evolutionary Ecology of
Hawaiian Political Complexity, pp. 135e162. In: Kirch (2010b).
Green, R.C., 2005. Sweet potato transfers in Polynesian prehistory. In: Ballard, C.,
Brown, P., Bourke, R.M., Harwood, T. (Eds.), The Sweet Potato in Oceania: a
Reappraisal, Oceania Monographs, vol. 56. University of Sydney, Sydney,
pp. 43e62.
Handy, E.S.C., Pukui, M.K., 1972. The Polynesian Family System in Ka-u, Hawaii.
Charles E. Tuttle, Tokyo.
Hommon, R.J., 1976. The Formation of Primitive States in Pre-contact hawaii. Uni-
versity of Arizona, Tucson, AZ. Ph.D. thesis.
Hommon, R.J., 2013. The Ancient Hawaiian State: Origins of a Political Society.
Oxford University Press, Oxford.
Kagawa, A.K., Vitousek, P.M., 2012. The ahupuaa of Puanui: a resource for under-
standing Hawaiian rain-fed agriculture. Pac. Sci. 66 (2), 161e172.
Kamakau, S.M., 1992. Ruling Chiefs of Hawaii, Revised Edition. Kamehameha
Schools Press, Honolulu.
Kirch, P.V., 1977. Valley agricultural systems in prehistoric Hawaii: an archaeological
consideration. Asian Perspect. 20 (2), 246e280.
Kirch, P.V., 1994. The Wet and the Dry: Irrigation and Agricultural Intensication in
Polynesia. University of Chicago Press, Chicago.
Kirch, P.V., 2001. Polynesian feasting in ethnohistoric, ethnographic, and archaeo-
logical contexts: a comparison of three societies. In: Dietler, M., Hayden, B.
(Eds.), Feasts: Archaeological and Ethnographic Perspectives on Food, Politics,
and Power. Smithsonian Series in Archaeological Inquiry. Smithsonian Institu-
tion Press, Washington, DC, pp. 168e184. Ch. 6
.
Kirch, P.V., 2010a. How Chiefs Became Kings: Divine Kingship and the Rise of
Archaic States in Ancient Hawaii. University of California Press, Berkeley, CA.
Kirch, P.V. (Ed.), 2010b. Roots of Conict: Soils, Agriculture, and Sociopolitical
Complexity in Ancient Hawaii. Advanced Seminar Series. School for Advanced
Research Press, Santa Fe, NM.
Kirch, P.V., Mertz-Kraus, R., Sharp, W.D., 2015. Precise chronology of Polynesian
temple construction and use for southeastern Maui, Hawaiian Islands deter-
mined by
230
Th dating of corals. J. Archaeol. Sci. 53, 166e177.
Kirch, P.V., Sharp, W.D., 2005. Coral
230
Th dating of the imposition of a ritual control
hierarchy in precontact Hawaii. Science 307, 102e103.
Kolb, M.J., 2006. The origins of monumental architecture in ancient Hawai i. Curr.
Anthropol. 47 (4), 657e665.
Ladefoged, T.N., Graves, M.W., Coil, J.H., 2005. The introduction of sweet potato in
Polynesia: early remains in Hawaii. J. Polyn. Soc. 114 (4), 359e373.
Ladefoged, T.N., Kirch, P.V., Chadwick, O.A., Gon III, S.M., Hartshorn, A.S.,
Hotchkiss, S.C., 2010. Hawaiian Agro-ecosystems and Their Spatial Distribution,
pp. 45e63. In: Kirch (2010b), Ch. 3.
Lanos, P., Philippe, A., Lanos, H., Dufresne, P., 2015. Chronomodel: Chronological
Modelling of Archaeological Data Using Bayesian Statistics. URL. http://www.
chronomodel.fr.
Lefebvre, H., 2004. Rhythmanalysis: Space, Time, and Everyday Life. Bloomsbury
Revelations (Continuum, New York, translated by Stuart Elden and Gerald
Moore, with an introduction by Stuart Elden).
Malo, D., 1996. Ka Moolelo Hawaii: Hawaiian Traditions. First Peoples Productions,
Honolulu (translated by Malcolm Naea Chun).
McCoy, M.D., Browne Ribeiro, A.T., Graves, M.W., Chadwick, O.A., Vitousek, P.M.,
2013. Irrigated taro (Colocasia esculenta) farming in North Kohala, Hawaii:
Sedimentology and soil nutrient analyses. J. Archaeol. Sci. 40, 1528e1538.
McCoy, M.D., Ladefoged, T.N., Graves, M.W., Stephen, J.W., 2011. Strategies for
constructing religious authority in ancient Hawaii. Antiquity 85, 927e941.
McDonald, T.J., 1996. Introduction. In: McDonald, T.J. (Ed.), The Historic Turn in the
Human Sciences. University of Michigan Press, Ann Arbor, MI, pp. 1e14.
McElroy, W.K., 2012. Approaches to Dating wetland Agricultural Features: an
Example from Wailau Valley, Molokai Island, Hawaii, pp. 135e154. Spriggs
et al. (2012).
Peirce, C.S., 1868. Some consequences of four incapacities. J. Specul. Philos. 2,
140e157.
Pukui, M.K., Haertig, E.W., Lee, C.A., 2001. N
an
a i ke Kumu: Look to the Source. Hui
H
anai, an auxiliary of the Queen Liliuokalani Childrens Center, Honolulu.
Routledge, B., 2014. Archaeology and State Theory: Subjects and Objects of Power.
Debates in Archaeology, Bloomsbury, New York.
Sahlins, M., 1981. Historical Metaphors and Mythical Realities: Structure in the Early
History of the Sandwich Islands Kingdom. University of Michigan Press, Ann
Arbor, MI. No. 1 in Association for Social Anthropology in Oceania Special
Publications.
Sahlins, M.D., 1985. Islands of History. University of Chicago Press, Chicago, IL.
Sahlins, M.D., 1991. The return of the event, again: with reections on the begin-
nings of the great Fijian war of 1843 to 1855 between the kingdoms of Bau and
Rewa. In: Biersack, A. (Ed.), Clio in Oceania: toward a Historical Anthropology.
Smithsonian Institution Press, Washington, DC, pp. 37e100.
Sewell, W.H., 2005. Logics of History: Social Theory and Social Transformation.
University of Chicago Press, Chicago, IL.
Spriggs, M., Addison, D., Matthews, P.J. (Eds.), 2012. Irrigated Taro (Colocasia Escu-
lenta) in the Indo-Pacic. National Museum of Ethnology, Osaka, JP. No. 78 in
Senri Ethnological Studies.
Spriggs, M., Anderson, A., 1993. Late colonization of East Polynesia. Antiquity 67,
200e217 .
Spriggs, M., Kirch, P.V., 1992. Auwai, kanawai, and waiwai: Irrigation in Kawailoa-
Uka. Chicago, Ch. 4. In: Anahulu: the Anthropology of History in the Kingdom of
Hawaii. University of Chicago Press, pp. 118e164, 2 vols.
Steele, J., 2010. Radiocarbon dates as data: quantitative strategies for estimating
colonization front speeds and event densities. J. Archaeol. Sci. 37, 2017e2030.
Tilly, C., 2008. Explaining Social Processes. Paradigm, Boulder, CO.
Trigger, B.G., 1989. A History of Archaeological Thought. Cambridge University
Press, Cambridge.
Valeri, V., 1985. Kingship and Sacrice: Ritual and Society in Ancient Hawaii. Uni-
versity of Chicago Press, Chicago.
Waterbolk, H.T., 1971. Working with radiocarbon dates. Proc. Prehist. Soc. 37, 15e33.
Weisler, M.I., Collerson, K.D., Feng, Y.-X., Zhao, J.-X., Yu, K.-F., 2005. Thorium-230
coral chronology of a late prehistoric Hawaiian chiefdom. J. Archaeol. Sci. 33 (2),
273e282.
Weninger, B., Edinborough, K., Clare, L., J
oris, O., 2011. Concepts of probability in
radiocarbon analysis. Doc. Praehist. 38, 1e20.
Willey, G.R., Phillips, P., 1958. Method and Theory in American Archaeology. Uni-
versity of Chicago Press, Chicago, IL.
Williams, A.N., 2012. The use of summed radiocarbon probability distributions in
archaeology: a review of methods. J. Archaeol. Sci. 39, 578e589.
Wilmshurst, J.M., Hunt, T.L., Lipo, C.P., Anderson, A.J., 2011. High-precision radio-
carbon dating shows recent and rapid initial human colonization of East Pol-
ynesia. Proc. Natl. Acad. Sci. 108 (5), 1815e1820.
Wood, R., 2015. From revolution to convention: the past, present and future of
radiocarbon dating. J. Archaeol. Sci. 56, 61e72.
Wylie, A., 1989. Archaeological cables and tacking: the implications of practice for
Bernsteins Options beyond Objectivism and Relativism. Philos. Soc. Sci. 19, 1e18.
Yen, D.E., 1974. The Sweet Potato and Oceania. No. 236 in B. P. Bishop Museum
Bulletin. Bishop Museum Press, Honolulu.
T.S. Dye / Journal of Archaeological Science 71 (2016) 1e9 9