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Text Connection at Tertiary Level: Patterns and Functions
Maggie Charles
Oxford University Language Centre
maggie.charles@lang.ox.ac.uk
Abstract
This paper deals with the use of adverbial connectors (e.g. thus, however) in nativespeaker undergraduate writing. Drawing on data from the British Academic Written
Corpus (BAWE), it examines the frequency and grammatical patterns of 17 adverbials
in four disciplines: Business Studies, Politics, Chemistry and Computer Science. It
shows that connectors vary considerably in frequency according to discipline and genre.
More detailed investigation of the adverbial thus reveals its characteristic patterns and
functions. The paper argues that the teaching of text connection needs to focus both on
the patterns of individual adverbials and on the functions they perform in context.
Key words: adverbial connection, academic writing, cohesion, genre, disciplinary
difference
1. Introduction
Ever since Halliday and Hasan’s ground-breaking work on cohesion (1976), the
teaching of connective devices has been considered an important pedagogical issue.
One of the grammatical resources for creating cohesion is the use of adverbial
connectors (e.g. thus, however), which signal the logical relations present in the text.
The use of such cohesive ties is characteristic of academic writing, but can pose
considerable problems for writers who are non-native speakers of English (NNS). This
paper first discusses the literature on the use of adverbial connection by NNS students
and then moves on to consider data from the British Academic Written Corpus (BAWE)
on the frequency and patterns of occurrence of selected adverbial connectors.
2. Findings from the literature on adverbial connection
Although there is a substantial literature on adverbial connection, studies are not
necessarily directly comparable and thus the findings are not always consistent. There
are a number of reasons for this. First, individual studies use different terminology and
examine somewhat different sets of items in their investigations of what may broadly
be called ‘adverbial connection’. For example, Halliday (1974) uses the term
‘conjunctive adjunct’, while Biber et al. (1999) refer to ‘linking adverbials’. Further,
some studies examine only connection between sentences (e.g. Gardezi & Nesi 2009),
while others include intra-sentential links (e.g. Shaw 2009). Researchers also divide the
adverbials into different semantic groups, the make-up of which is not necessarily
identical across studies. Thus Biber et al. (1999) assign adverbials to six semantic
categories (enumeration and addition; summation; apposition; result/inference;
transition; contrast/concession), while Halliday (1974) employs only four (additive;
adversative; causal; temporal). Researchers also differ both in the individual adverbials
they examine and in the methodology they use, with some investigating pre-determined
lists (e.g. Milton & Tsang 1993), while others look at all adverbials in the studied texts
(e.g. Charles 2010). Finally, in carrying out comparisons of adverbial connection,
studies investigate different types of writer (e.g. undergraduates, postgraduates,
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professionals), different genres (e.g. essays, research articles) and different disciplines,
with some studies providing data on several disciplines, while others focus on a single
discipline.
As a result of this lack of comparability, it is hard for the teacher to gain any clear
guidance from the research or to judge which findings are most relevant to their own
situation. Here I will discuss five findings which may be of particular interest to
teachers and will indicate some conclusions that can be drawn for pedagogy.
Several researchers have compared student with professional writing (Bolton et al.
2002; Milton and Tsang 1993; Shaw 2009; Tribble 1989) and found that students tend
to use more adverbial connectors than professional writers. However, I would argue
that this tendency should not necessarily be regarded as an ‘overuse’ which requires
pedagogical attention. Rather, it may be explained by the fact that the genres and
purposes are different. Thus the student texts were primarily essays written for
assessment, while the professional writing varied in genre, including research articles,
which provide new information for experts (Shaw 2009; Tribble 1989), textbooks,
written by experts for students (Milton & Tsang 1993) and other professional (Bolton
et al. 2002). It is to be expected that students writing for assessment would tend to mark
their logical connections clearly in order to display their knowledge and thinking
processes, upon which the quality of their work will be judged. By contrast, for research
article writers, too great a display of explicit knowledge might well be judged
inappropriate for an audience of fellow experts.
Shaw (2009) also argues that the impression of ‘overuse’ may derive from the fact
that students tend to make simpler points using shorter propositions, which leads to a
greater density of connectors overall. Thus it does not necessarily seem valid always to
consider students’ higher use of these adverbials as a weakness which needs correction.
Indeed, it may be positively beneficial for students to use connectors to facilitate their
logical reasoning and to make the structure of the text clear to the assessor.
Considerable differences are also found between NNS and native-speaker (NS)
student writing, firstly in the type of connector employed: NNS students use more
enumeration, addition and apposition connectors and fewer contrast and result
connectors than their NS counterparts (Altenberg & Tapper 1998; Granger & PetchTyson 1996; Tankό 2004). Several reasons have been put forward to account for these
phenomena. First, the cognitive load on NNS is higher, so they may establish simpler
logical relations than NS. Differences in cultural norms may also mean that logical
relations are not signalled explicitly (cf. Mauranen 1993) and finally NNS may lack
knowledge of and skill in using other forms of connection or in managing information
structure. The consequences of these differences are potentially much more harmful for
NNS because their texts may seem cohesive, without being coherent. Logical relations
may not be marked where expected, which may disorientate or mislead the reader and,
perhaps most importantly, may lead to the criticism that the text lacks argumentation.
The following example from a postgraduate NNS writer shows how, despite
considerable adverbial use, the extract seems list-like and lacking in argument.
Meanwhile Ballard (1990 compares the similarities and differences of two
ethnic groups, the Jullunduris and the Mirpuris from India in the UK
including their backgrounds, process of adaptation to the UK, and the
reasons that cause differences regarding adaptation. Firstly, Jullunduris are
from relatively well-off backgrounds compared to Mirpuris. Moreover,
since their arrival in the UK, Jullunduris have adapted better than Mirpuris.
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For example they have a higher educational achievements of children,
children’s ability to speak English and incomes.
Indeed in this case, the writer may have failed to construct an important cause/effect
relation: the Jullunduris may have adapted better precisely because they are relatively
well-off and have therefore had access to better educational and other resources.
In comparison with their NS counterparts, NNS students have also been shown to
privilege connectors that are typical of conversational register (Altenberg & Tapper
1998; Bolton et al. 2002; Granger & Petch-Tyson 1996). This may be because NNS
lack awareness of register differences, especially between spoken conversation and
written academic English, the result, perhaps, of a more general lack of exposure to a
range of different authentic contexts. However, as teachers, we should also recognise
that overuse of conversational connectors could be due to the practice of teaching
linking adverbials in lists, without making distinctions between spoken and written
usage. This would imply, then, that greater attention should be paid to context and
function when teaching and practising these items. Students should not be left with the
impression that connectors which belong to the same semantic group are freely
interchangeable.
There are two aspects of the difference between NNS and NS connector use that may
not merit so much concern. First NNS students tend to use a more restricted set of
connectors than NS students (Bolton et al. 2002). They may have ‘pet’ connectors
(Tankό 2004) or what Hasselgren (1994) calls ‘lexical teddy bears’, items which they
tend to overuse because they feel comfortable and secure in applying them. Of course,
where students lack knowledge of an adequate range of connectors, this should be
addressed through teaching. At the same time, however, it is clear that some connectors
are more frequent than others (see e.g. Biber et al. (1999: 887). Thus it would not be
appropriate to urge variety on NNS without making distinctions between individual
connectors. As I shall argue later, it is necessary to be aware of the frequency patterns
of individual adverbs and to take them into account in teaching.
Finally, NNS have been found to make greater use of sentence initial position for the
adverb and this may make the text seem repetitive and less expert (Field & Yip 1992;
Granger & Petch-Tyson 1996). However, as Biber et al. (1999: 891) report, sentence
initial position is the most frequent in academic writing, primarily because it makes the
logical connection easy for the reader to follow. Of course, NNS students may use this
position because it is easier to handle grammatically, but this does not mean that they
should be taught to prefer the sentence medial position. As I have argued elsewhere
(Charles 2010), it is likely that each individual connector is associated with its own
patterns of use, including sentence position, and that this varies also according to
discipline. However, as yet there is a lack of sufficient detailed evidence to give more
than very general guidance on the typical positions of individual connectors. For the
moment at least, then, it seems reasonable to accept a relatively high level of sentence
initial position.
To sum up, findings from the literature suggest that NNS may over-rely on adverbial
connection and may construct simpler logical relations. They may also lack detailed
knowledge of the use of individual connectors, in particular with regard to adverbial
position and register. In the following sections, I will build on these findings by
presenting a study of linking adverbial use in a corpus of student writing.
3. Linking adverbials in undergraduate writing
3.1 Corpora and Data
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The British Academic Written Corpus (BAWE) consists of over 2,700 assignments
which were written for assessment and received good grades. The data were collected
from three universities in 35 disciplines at undergraduate and Master’s level. For the
purposes of the present study, four subcorpora were compiled, consisting of
undergraduate native-speaker texts only, in four disciplines: Business Studies, Politics,
Computer Science and Chemistry. These disciplines were chosen to provide examples
of both social/natural science, and applied/theoretical work. The sizes of the subcorpora
are as follows: Business Studies: 87,000 words/40 files; Politics: 174,000 words/68
files; Computer Science: 94,000 words/45 files; Chemistry: 100,000 words/68 files.
It is important to note that the most prevalent genres differ substantially between the
four subcorpora. In Politics, the essay is preferred, while in Business Studies, three
genres predominate: essay, case study and critique (for example a business environment
analysis or business/organisation evaluation). Two different genres are represented in
the natural science subcorpora: in Computer Science, the design specification and in
Chemistry, the methodology recount, a category which includes genres such as the
experimental or lab report.
Following the work of Biber et al. (1999: 886), seventeen of the most frequent
adverbials in academic prose were investigated, covering four semantic groups: 1.
Result/Inference: then, therefore, thus, hence; 2. Contrast/Concession: however, rather,
yet, nevertheless, on the other hand; 3. Apposition/Exemplification: for example, e.g.,
for instance, i.e.; 4. Enumeration/Addition: in addition, furthermore, finally, first.
Concordances were retrieved on each adverbial and were examined using WordSmith
Tools (Scott 2005).
3.2 Overall results and discussion
When we compare the overall frequencies of the seventeen adverbials with those found
by Biber et al. (1999: 886), we find higher use in the undergraduate corpora, thus
confirming the findings of earlier studies discussed above. This suggests that
professional writing may not be the most appropriate model for student writers to
follow. As noted above, the genres and purposes differ, with the result that good student
writing may simply require more, and more overt connection.
However it is perhaps more interesting to note the substantial differences between
individual disciplines in the subcorpora. The highest frequency per 100,000 words
occurs in Politics (702), followed by Business Studies (646), Chemistry (589) and
Computer Science (535). These findings support those of Hyland and Tse (2004), who
found higher frequencies of transition markers in soft as opposed to hard sciences. The
present study highlights the fact that discipline has a key effect on the frequency of
connection used, which underlines the necessity of taking this factor into account in
teaching.
Examining the frequency of the four semantic groups across the four disciplines
reveals further disciplinary differences. Table 1 shows the frequency of individual
adverbial groups per 100,000 words. Three findings are of particular note and can be
explained by differences in the predominant genres found in the subcorpora. The first
and most striking finding is the very high frequency of result adverbials in the
Chemistry subcorpus. The methodology recount genre prevalent in this discipline
demands that students state and discuss their results. Thus it is the requirements of the
genre that are most likely to account for this high frequency figure.
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The gradient of this graph was found to be 1 proving that n=1 and therefore
the absorbing species is the simplest iron thiocyanate complex ion: FeSCN
2+. (6212c Chemistry)
Similarly, the Politics subcorpus has the highest frequency of contrast adverbials,
which can be explained by the fact that making contrasts is a fundamental part of
constructing the argumentation that is characteristic of the essay genre.
In the 1950s, 1 in 10 people were members of a political party; that has now
dropped to 1 in 50. However, this trend does not necessarily indicate a
decline in participation, merely a change in the methods used.
(0272b Politics)
Finally, the Business Studies subcorpus shows the highest use of the
apposition/exemplification group, most probably due to the prevalence of case studies,
which demand constant reference back to the case materials and thus the inclusion of
frequent examples.
Target markets need to analysed and compromises have to be made. For
example, the SUSI and SUKA markets have the potential to increase as both
target markets, others and singles respectively, increase.
(0165b Business Studies)
Table 1: Frequency of adverbial groups by discipline (per 100,000 words)
contrast
320
result
280
appos/exemp
add/enum
Frequency
240
200
160
120
80
40
0
Business
Chemistry
Computer Sci
Politics
Discipline
These results suggest that genre is very important in determining which adverbial
groups are used and how frequently. Thus it is an oversimplification to view student
use of connectors solely in terms of ‘overuse’ or ‘underuse’. It is more important be
aware of and differentiate between the types of adverbials required for writing
individual genres. For teachers, this implies that specific groups of adverbials may need
increased emphasis when certain genres are being taught.
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3.3 Adverbials of result/inference: results and discussion
I will now focus in detail on the adverbials of result, distinguishing three major patterns
of use and linking these to the rhetorical functions they perform in the subcorpora of
Politics and Chemistry. Table 2 shows the frequency figures per 100,000 words for
individual adverbials in the result/inference group. As can be seen, these differ in
frequency, with a tendency for therefore and thus to be higher than hence and then. The
particularly high frequency of then in the Computer Science subcorpus is due to its
occurrence as part of the if… then pattern, as illustrated below:
If the removed object exists in both X and C then the set complement is an
empty set… (6160b Computer Science)
Table 2 Frequency of Result Adverbials (per 100,000 words)
Frequency
150
125
Bus
Chem
100
Comp
Pol
75
50
25
0
therefore
thus
hence
then
Result Adverbials
These data provide further evidence to support the claim that even within a single
semantic group, each individual adverbial is associated with its own frequency and
patterns of use. This implies that, as suggested earlier, it is not helpful for teachers to
present adverbials in lists as though they were interchangeable; teaching materials need
to take account of differences in frequency, giving extra emphasis to the most used
connectors. Indeed, given that NS themselves seem to show preferences for certain
connectors over others, the fact that NNS also do so may not be a cause for undue
concern, although clearly this will depend upon the connector itself.
3.4 Patterns and functions of the adverbial ‘thus’
In order to carry out the detailed examination necessary to investigate patterns and
functions, I now further narrow the focus of the study to a single adverbial: thus. In
these subcorpora, this adverbial is associated predominantly with three patterns of use,
as exemplified below:
Sentence initial
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The geometry was optimised at the same level of theory and the same basis
set as the energy calculation. Thus since the level of theory is high, it is
likely that the errors here are dependant upon the basis set.
(0188f Chemistry)
…and thus
The resources available to pressure groups obviously limit or enlarge the
extent to which they can publicise their cause and run events and thus has a
direct effect on their success. (0276d Politics)
…thus Vb–ing
Because most computers were expensive and difficult to use in the 80s, the
key success factor in the industry at that time was the ability to produce
computers that were easy to use, thus attracting first time users who were
willing to pay for computers. (0206c Business Studies)
Taken together, these three patterns account for the majority of all instances of thus
in all the subcorpora: 89% of all the occurrences in Business Studies, 73% in Chemistry,
82% in Politics and 86% in Computer Science. Hence it is particularly important to
highlight these three patterns in teaching this adverbial. More generally, teaching
materials and procedures are needed which increase awareness of the differences in
patterns between individual adverbials and which teach each adverbial in its
characteristic patterns of use.
Finally, then, I turn to some of the functions which are associated with the adverbial
thus in two of the subcorpora. First, in Chemistry it is noticeable that 50% of the
instances of sentence initial thus comment on a formula, figure or numerical value. Of
course, such numerical elements are frequent in this discipline, but two rather different
functions can be distinguished, as illustrated below. In the first, the student uses thus to
display their understanding of an accepted formula:
Stress is the relationship between an applied force and the orthogonal planar
area over which it acts. FORMULA Thus with increasing shear rate, the
stress will increase. (6123i Chemistry)
This use may be considered characteristic of the student’s role as one who is learning
the discipline and thus needs to demonstrate their knowledge and understanding for
assessment purposes. It therefore seems unlikely that such a use would occur with a
high frequency in expert writing. This provides a good illustration of why higher
frequencies of linking adverbials are often found in student as compared to professional
texts and simultaneously indicates why this may not be a cause for concern, but rather
a welcome attribute of competent and knowledgeable student writing.
The second use is one in which the student comments on their own findings. This is
a function that is likely to be characteristic of expert as well as student writing, since
commenting on results is fundamental to the construction of knowledge in experimental
disciplines:
However in terms of bond angles it is the same if not slightly further away
from experiment than HF/6-31+G(d,p) level, but gives a hugely better
estimate of R: 0.6% within experiment, instead of 3.2% at the HF/6-
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31+G(d,p) level. Thus the improvement is not vast compared to the HF
method previously employed, but it is noticeable. (0188f Chemistry)
In teaching text connection to chemistry undergraduates, then, it would first be
necessary to emphasise the key importance of result adverbials. Within this semantic
group, it would be particularly useful to highlight the adverbial thus, linking the choice
of connector specifically to its sentence initial pattern and the two different comment
functions it performs. This would help students to understand the necessity both for
commenting on their own results and for providing explanations of even well-known
formulae, while at the same time showing them how successful NS students accomplish
this.
When we examine the Politics subcorpus, different patterns and functions are
evident. Roughly forty percent of all instances of thus occur in the context of a citation.
However, two patterns can be distinguished, which perform different functions with
regard to the citation. First, fifty percent of the thus Vb-ing pattern are used to
summarise the cited writer’s ideas. As with the earlier function noted in Chemistry, this
is likely to be characteristic of student writing and would achieve the purpose of
demonstrating to the assessor that the student had fully understood the cited work:
Christopher Hill terms this tendency the 'cover function' whereby
responsibility for difficult decisions can be shifted to the regional level thus
avoiding responsibility or justifying unpopular policies. (0034a Politics)
In contrast to this function, fifty percent of sentence initial thus introduce the
student’s comment on the citation. Here the cited writer’s ideas are reformulated in a
way that makes it possible for the student to use them in the development of their own
argument. This would seem to be a more powerful function and one which may well
also be typical of expert writers:
Esping-Anderson's social stratification measure is concerned solely with the
manner in which social rights structure class hierarchies. Thus from a
feminist perspective he is doubly-guilty: not only does he ignore how
gender relations have influenced the substance of the welfare state, he pays
scant regard to how the substance of the welfare states affects gender
relations. (0075l Politics)
In teaching undergraduates in the discipline of Politics, then, attention should be
drawn to the high incidence of both contrast and result adverbials and their role in the
construction of argument. Since NNS students often find the use of citations to be
difficult, it would be particularly helpful to focus on the relevant patterns of thus and
their functions in both summarising and commenting on the cited material.
4. Conclusion
In reviewing the literature we distinguished certain aspects of NNS adverbial
connection that are likely to need pedagogical attention and others that are less
problematic. I then used the study of linking adverbials in the BAWE corpus to illustrate
some aspects of these findings. Thus I argued that it is reasonable for students to use
more connectors than professional writers, since their genres and purposes are quite
different. This is shown by the functions of thus in the Chemistry and Politics
subcorpora. Examination of the relative frequencies of adverbials of result also
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confirms the finding that some adverbials are more frequent than others, leading to the
conclusion that the NNS preference for certain ‘pet’ connectors may sometimes be
acceptable, depending on the connector involved.
I also argued that each adverbial is associated with its own patterns of use and
functions and, although limited in scope, this study has given an indication of some of
the significant differences that may exist, even between connectors in the same
semantic group. In teaching text connection, I suggest that it is essential to present
adverbials in their most frequent patterns and to show how they perform the functions
that are characteristic of a given discipline and genre. This approach not only allows
students to see and understand the extended context of the adverbial, but also provides
a rationale for the choice of both the individual connector itself and the most appropriate
grammatical pattern.
Acknowledgement
The data in this study come from the British Academic Written English (BAWE)
corpus, which was developed at the Universities of Warwick, Reading and Oxford
Brookes under the directorship of Hilary Nesi and Sheena Gardner (formerly of the
Centre for Applied Linguistics [previously called CELTE], Warwick), Paul Thompson
(formerly of Department of Applied Linguistics, Reading) and Paul Wickens
(Westminster Institute of Education, Oxford Brookes), with funding from the ESRC
(RES-000-23-0800). (http://www.coventry.ac.uk/bawe)
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