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The impact of ventilation and daylight on learning in schools – a summary of the actual state of knowledge

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The physical environment in schools is a very essential parameter of the learning progress of the pupils. This work gives an overview about the actual state of knowledge on the relationship between ventilation and daylight in a classroom and the learning outcomes of pupils. A higher ventilation rate promotes a higher working speed while errors seem to be unaffected. High levels of CO 2 influenced the reaction time in attention tests. Additionally, high CO 2-concentrations seem to promote absence. A very small amount of research has been done to the relationship between daylight and learning performance. Nevertheless, more daylight in a classroom appears to increase pupils' learning progress. Indeed, the present amount of research does not allow to derive an optimum value of ventilation or daylight as the conditions in the studies are very broad. PRACTICAL IMPLICATIONS A good learning environment is essential for a successful later academic achievement and for the innovation power of a society. A sufficient indoor air quality and an adequate amount of daylight support the learning progress; on the other hand insufficient physical conditions promote distraction and absence.
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The impact of ventilation and daylight on learning in schools a summary
of the actual state of knowledge
Susanne Urlaub1,2*, Gunnar Grün2,3, Peter Foldbjerg4, Klaus Peter Sedlbauer2,5
1 University of Stuttgart, Germany
2 Fraunhofer Institute for Building Physics, Stuttgart and Valley, Germany
3 Technische Hochschule Nürnberg, Germany
4 VELUX A/S, Hørsholm, Denmark
4 Technical University of Munich, Germany
*Corresponding email: susanne.urlaub@lbp.uni-stuttgart.de
SUMMARY
The physical environment in schools is a very essential parameter of the learning progress of
the pupils. This work gives an overview about the actual state of knowledge on the
relationship between ventilation and daylight in a classroom and the learning outcomes of
pupils. A higher ventilation rate promotes a higher working speed while errors seem to be
unaffected. High levels of CO2 influenced the reaction time in attention tests. Additionally,
high CO2-concentrations seem to promote absence. A very small amount of research has been
done to the relationship between daylight and learning performance. Nevertheless, more
daylight in a classroom appears to increase pupils’ learning progress. Indeed, the present
amount of research does not allow to derive an optimum value of ventilation or daylight as the
conditions in the studies are very broad.
PRACTICAL IMPLICATIONS
A good learning environment is essential for a successful later academic achievement and for
the innovation power of a society. A sufficient indoor air quality and an adequate amount of
daylight support the learning progress; on the other hand insufficient physical conditions
promote distraction and absence.
KEYWORDS
ventilation rate, CO2, learning, absenteeism, pupils’ performance
1 INTRODUCTION
Children spend an affordable amount of their daily time in a classroom and should learn
things that are important for their later achievement in education and finally in their
profession. Classrooms should therefore provide an optimal environment to support the
learning behaviour of the pupils. One part of this environment is the physical indoor climate.
The learning progress should not be hindered by e.g. a high noise level, overheated rooms or
an unhealthy or stuffy air. In reality, many schools failed to provide these optimal
environmental conditions as the ventilation rate is often too low, CO2 values too high (e.g.
Umweltbundesamt 2004) and the classrooms are frequently too warm in the summer months.
As about 18 % of the total European population (this corresponds to approximately 95 million
persons) can be considered as being a pupil or student (Eurostat 2015), the socio-economic
impact of the indoor climate in classrooms needs to be reflected. This work aims at showing
the actual state of knowledge about the influence of ventilation and daylight on learning
(directly by performance measures and indirectly by absenteeism). This is an important first
step to estimate the meaning of a good indoor climate for the European society.
2 METHODS
An extensive literature search has been done to find and include the available studies. The
following databases were searched: ISI Web of Science, Sciencedirect, PubMed, ERIC,
Google Scholar and the WorldCat catalogue. Additionally, the proceedings of the following
conferences were searched by hand: Indoor Air, Healthy Buildings, CLIMA, IAQ and
Roomvent as well as the following journals: Indoor Air, Building and Environment, Energy
and Buildings, Lighting Research and Technology and Environmental Health Perspectives. In
a next step, the references from identified publications (studies and reviews) were checked for
additional material.
To cover the indoor environmental aspects of the studies, the following search terms were
used: CO2, carbon dioxide, indoor air quality, ventilation rate and ventilation. For the learning
outcome the following key words were utilized: learning, learning behavio(u)r, performance,
(academic) achievement, absenteeism, attendance. In total, this search leaded to over 200
different publications, indeed most of them were not relevant as they have a focus different to
this review. The amount of useful studies is indicated in each section.
3 RESULTS
Type of ventilation system and learning behaviour
The literature search identified only one study (Tøftum et al. 2015) for this part. This study
compares classrooms with three different ventilation systems: natural ventilation, ventilation
with mechanical exhaust and balanced mechanical ventilation (supply and exhaust). Learning
performance was measured with a standardized test which is an official measurement for the
quality of primary school education. In total, data from 264 schools were eligible for this
study. In the schools with natural ventilation, pupils had a significantly lower achievement
indicator than in schools with balanced mechanical ventilation. Additionally, indoor air
quality was judged poorer than in mechanically ventilated schools. The highest achievement
was measured in schools with mechanical exhaust systems.
Ventilation rate and learning behaviour
The literature search yielded seven original studies that focus on the influence of different
ventilation rates on the performance of children at their schoolwork. The main limitation of
these studies is that the ventilation rates are mainly below the ASHRAE-recommended value
of 7.4 l/s per person (ASHRAE 62.1, 2013) and findings are hence limited to this range of
ventilation. What happens if ventilation rate is raised above the recommended value is
unknown yet. Table 1 shows the most important characteristics of the identified studies.
Table 1. Characteristics of the identified studies on the relationship between ventilation rate
and learning
Study
Number of subjects
Performance tests
Bakó-Biró et al. 2007, 2008 and 2012
Haverinen-Shaughnessy et al. 2011
Haverinen-Shaughnessy et al. 2015
Mendell et al. 2015
Petersen et al. 2015
Shaughnessy et al. 2006
Wargocki & Wyon, 2007
332 pupils
100 classrooms
3109 pupils
150 classrooms
4 classrooms
54 schools
2 classrooms
9 different tests
Standardized math and reading tests
Standardized math and reading tests
Standardized math and English tests
4 different tests
Standardized math and reading tests
7 different tests
The conditions, i.e. the ventilation rates are different in each study as well as the tests to
measure the learning behaviour. Nevertheless, it seems that mainly working speed is affected
by a low ventilation rate, as it is shown in three studies (Bakó-Biró et al. 2007, 2008 and 2012
and Wargocki and Wyon, 2007 and Petersen et al. 2015).
Another study (Shaughnessy et al. 2006) used standardized math and reading tests. The
results of the performance tests indicated an increase in performance with increasing
ventilation rate. Significance is given for math results, but not for reading. An extension
(Haverinen-Shaughnessy et al. 2011) of this study investigates 100 classrooms of which 87
had ventilation rates below the ASHRAE-recommended value of 7.4 l/s per person. The
statistical analysis of the tests via regression modelling shows a linear increase in
performance of 2.9 % for math and 2.7 % for reading with every increase of ventilation rate
by 1 l/s per person in the range of 0.9 to 7.4 l/s per person.
A more recent study (Haverinen-Shaughnessy et al. 2015) aims at identifying some
underlying confounding variables to illustrate the mere influence of ventilation rate and
temperature on learning outcomes. After considering the influence of possible confounders,
math scores improve in sum about 0.5 % or eleven points on the test scale for every increase
of 1 l/s per person in the range of 0.9 up to 7.1 l/s per person. This is a smaller increase than
in previous studies from these authors (Haverinen-Shaughnessy et al. 2011), this may be
explained by eliminating confounding variables that are included in the former studies.
Another experiment (Mendell et al. 2015) analyzed the performance of 3rd, 4th and 5th grade
pupils in an English and a math test. Ventilation rates and were in most rooms below the re-
commended value of 7.4 l/s per person. For every 10% increase in ventilation rate test scores
in the English test improved about 0.6 points. The results of the math test were not significant.
Figure 1 shows the results of almost all discussed studies with their respective conditions. The
study of Mendell et al. (2015) is not displayed in this figure as they used a prior-30-day-
ventilation-rate which is not the same metric as in the other studies (where ventilation rates
from a spot measurement were used).
Figure 1. Overview about the influence of ventilation rate on learning outcomes.
CO2-concentration and learning behaviour
The literature search has leaded to five publications; the characteristics are shown in Table 2.
Table 2. Characteristics of the identified studies on the relationship between CO2-
concentration and learning
Study
Number of subjects
Performance tests
Coley et al. 2007
Lee et al. 2012
Myhrvold et al. 1996
Ribic 2008
Twardella et al. 2012
18 pupils
312 students
About 550 pupils
152 pupils
417 pupils
Cognitive Drug Research Test
Self-estimated performance
Concentration Test
Concentration Test
Concentration Test
One study (Coley et al. 2007) investigates the influence of CO2 on attention. As a result, the
reaction times of 3 out of 4 tests increase with high CO2-levels. Accuracy was not affected.
The authors concluded that high levels of CO2 hinder the children to focus their attention
which is a confirmation of an older field study (Myhrvold et al. 1996), where the same
tendency was found. In another study (Ribic, 2008), the condition of high CO2 values was far
beyond the recommended guidelines (almost 4000 ppm). Results showed that the
performance of an attention test was considerably decreased in this condition.
A more recent experiment (Twardella et al. 2012) was conducted in 20 classrooms with a
mechanical ventilation system. Results showed a significant increase in error rates at the
higher concentrations. The difference to the other studies is that in the worst condition the
CO2 concentration is about 2100 ppm which is considerably lower as in the other studies; this
may lower the magnitude of the effect on performance.
The study of Lee et al. (2012) differs from the aforementioned ones. Students report their
subjectively estimated learning performance. The CO2 concentration ranged from 500 to
about 1660 ppm which is considerably better than in all other studies. Thus, IAQ measured
with CO2 concentrations shows no influence on self-estimated learning performance.
Figure 2 shows the results of the four studies with objective performance measures..
Figure 2. Overview about the influence of CO2-concentration on learning outcomes.
Ventilation and absenteeism
Although absence is not a direct performance metric, it is obvious that learning progress
suffers if pupils are ill or absent. Four studies were identified for this research field.
The study of Shendell et al. (2004) focuses on the influence of CO2 on the attendance of
students in 435 classrooms. Almost all of them have a mechanical ventilation system. The
statistical analysis shows a 10-20 % increase in absence over a year, when CO2 concentration
rises by an interval of 1000 ppm.
A recent experiment (Mendell et al., 2013) investigates the possible relationship between
ventilation rate in the classroom and daily illness absence of pupils. In many classrooms, the
observed range of ventilation rates is below the ASHRAE-recommended value of 7.1 l/s per
person. Within this range, the data show that an increase in 1 l/s per person leads to
remarkable decreases in absence rate, but the relationship is not linear. While at very low
ventilation rates an increase would result in 3-5 % decrease of illness absence, the reduction is
much bigger at higher ventilation rates. When increasing the ventilation rate from 7.1 to 15 l/s
per person, illness caused absence would be reduced about 11-17 %.
Simons et al. (2010) reports findings from a cross-sectional survey of 2751 schools. In
contrast to the aforementioned studies, no measurements of the physical environment had
been conducted. The main outcomes were ventilation problems (e.g. air intakes near pollution
sources or bad condition of air filters) and absenteeism. The results are indicated as odds
ratios (OR) and ventilation problems are a main risk factor for an increased absence,
especially if air intakes are near a pollution source (OR 2.90) and if outside air is not
sufficiently supplied into the room (OR 2.89).
In a study from Scotland (Gaihre et al. 2014), the authors stated that with every 100 ppm-
increase of CO2-concentration attendance is reduced by 0.2 %. Attendance was not affected
by temperature or relative humidity. Academic attainment, i.e. the percentage of pupils that
attained the knowledge level expected for that age group, was not affected by CO2-
concentration.
Daylight in schools and learning
The literature search identified four studies, but there is no single study that focuses clearly on
the natural illumination in the classrooms. The first study (Stone and Irwin, 1994) investigates
the influence of windows in general, and thus also daylight, on performance. Participants
were students who were seated in either a windowed or windowless room and performed
several tasks. The windowed condition was separated into direct view and indirect view
conditions. Surprisingly, no significant differences of performance between windowed and
windowless rooms could be observed. The only influence was the type of view on the creative
task. Participants with a direct view completed more items on this task.
The next study (Nicklas et al. 1996) compares three newly built daylit schools with other new
schools built in the same district of North Carolina, USA. The daylit schools were designed to
maximize the amount of daylight in the classrooms. Normalized tests were evaluated from the
county school system. As a result, the authors stated that pupils that attended daylit schools
performed 5 to 14 % better within one year than those not visiting such a school. When the
pupils were compared over a longer time, the effect is even larger. On average the learning
progress has been found 14 % better in daylit schools than in common schools.
A huge study was conducted in California, USA with over 21,000 pupils (Heschong, 2003).
They used, like Nicklas et al. (1996), standardized tests that were passed by the pupils at the
end and on the half of a school year and they compared the learning progress under different
lighting situations (windows, skylights, windows and skylights, none). They stated that pupils
in classrooms with the most daylight performed about 20% better on math tests and 26% on
reading tests than those with the smallest amount of daylight over a period of one year. Pupils
in classroom with the largest window areas progressed 15% faster in math and 23% in reading
compared with pupils in classrooms with the lowest amount of window area. Classrooms with
skylights allow children to progress about 20% faster than children in a classroom without
skylights. Other schools in this study show a 7 to 18% higher performance in those
classrooms with the most daylight compared to those classrooms with the lowest amount of
daylight.
A very old study (Larson et al. 1965) reports contradictory results compared to the other two
studies mentioned above. The focus of this study is the influence of windows in the classroom
on learning and absenteeism. The windowless condition and the window-condition lasted
each one year. They also used standardized tests that pupils pass every year to evaluate the
learning progress. The results showed a high variability and therefore the authors drew the
conclusion that the presence or absence of windows has no effect on the learning progress of
children. Additionally, teachers indicated that the pupils were less distracted in windowless
environments. The conclusions from this study are consequently, that windows are not really
necessary in classrooms but instead they should have a good artificial lighting and air-
conditioning system.
4 DISCUSSION
Ventilation seems to have an influence on the learning behaviour of children; both ventilation
rate and CO2-concentration appear to change the performance. Nevertheless, the conditions
which are compared are mostly very broad and an optimum value in the sense of a threshold
level, as e.g. 1000 or 1200 ppm, being more supportive for learning could not be derived. In
terms of ventilation rate, the knowledge is limited to the range below the recommended
values in ventilation standards and it is known that an air change rate near this value is better
for learning. It is unknown yet, if ventilation rates above the guideline values can even
improve performance. With regard to the performance metric, it seems that ventilation rate
affects mainly working speed, but not errors, whereas higher CO2 values seem to reduce
attention, but not all results are consistent (e.g. math results are significant in one study but
not in another) and confounding factors like language proficiency appear to play a role which
test score is achieved.
With regard to daylight, the empirical evidence is small. None of the studies focuses on the
single influence of daylight. Nevertheless, the presence of windows (and therefore daylight)
seems to improve the learning progress, at least if the most extreme conditions are compared.
But, like in the field of ventilation, the conditions in the studies are very broad (and often not
even indicated) and no knowledge is available yet what happens at an intermediate level of
daylight illumination and if there is an optimal value of daylight for learning performance.
5 CONCLUSIONS
Academic achievement is an essential parameter for later earnings in life which are not only
important on the personal level with regard to the achievable quality of life but also in a
public dimension in form of greater tax revenues. For example, the benefits of tertiary
education exceed the costs on average by a factor of three (OECD, 2013). On the other hand,
the indoor environment seems to be a parameter which plays a role in reaching a certain
academic achievement, but knowledge on how to support optimally the learning in schools
with adequate indoor environmental quality is limited to rather extreme values (very low or
very high). The research agenda for the next years has to keep in mind this fact and needs to
focus on the development of optimal indoor environmental quality for learning behavior in
order to be able to give substantiated advice to the design and operation of schools.
Quantifications may also been done if ranges for best possible learning are known, which
could be put into relation with e.g. energy need and consumption of the school building on the
one side and with socio-economic factors like higher income tax revenues.
ACKNOWLEDGEMENT
The authors express their gratitude to the graduate program “People Inside” at the Chair of
Building Physics, University Stuttgart, Germany and Velux A/S, Denmark for a fruitful
cooperation and support of this study. This work is benefitting from the research project
Building I conducted at the Energy Campus Nuremberg, funded by the Bavarian State
Government.
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This handbook offers an in-depth exploration of the distinctive features of the play, development and learning of children from birth to three years old. Key theoretical ideas relating to social, emotional, cognitive and physical development are discussed in relation to everyday practice, offering a wealth of information and guidance on working with this unique age group. The book emphasises the connections between all aspects of a child’s experience and development; addressing key questions of what babies and young children need, enjoy and have a right to experience. It demonstrates how early years educators can develop their practice and organise their provision in a way that is positive for babies and young children and their families. Focusing on the holistic nature of early development, chapters explore the following: The importance of interactions and relationships between educators and children How to develop a holistic pedagogy that gives equal consideration to children’s care, play and learning The value of the connections that children make with the world around them, and how educators can create an environment conducive to nurturing these connections Observation and self-evaluation of practice and provision Each chapter features case studies, links to key aspects of practice and practical tasks to help readers apply the ideas to their own context. The book is accompanied by an extensive companion website (www.routledge.com/cw/Manning-Morton) containing video explainers, reflection points, practice tasks, downloadable resources, quizzes and more. Opening a window on what it is like to be a baby or young child in an early years setting, this is an essential tool for all early years educators and students on a wide range of early years courses. It will also be of interest to parents.
Article
As the importance of building indoor environments has increased recently due to the COVID-19 pandemic, so has the research on the interrelationship among daylight, human health, and building design. More researchers are studying how daylight affects human health and whether currently known daylighting metrics target human health in addition to building environmental performance. This article provides an updated review of the current review of the literature in the field of daylighting design and human health, particularly as it relates to the impact of daylighting on circadian rhythm, sleep quality and performance. The main objective for this study is to analyze the interrelationships between daylight, health, and design. The review of these articles reveals eight different factors relevant to daylight, in terms of the way daylight impacts people’s health, namely light spectrum, light levels, timing and duration of exposure to light. In terms of health impact, these articles outline direct and indirect health outcomes. In addition, our review of the existing literature indicates that there is a lack of proper daylighting metrics as far as design applications.
Article
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When designing schools, universities, or any educational centers, daylight in classrooms is usually one of the essential issues that take the architect's attention. Its importance comes from the fact that daylight can impact students' health, mood, and visual performance. Providing an appropriate amount of uniformly distributed light with glare protection is a significant factor in classroom design (Zomorodian Z S, 2016). This study is based on a literature review, studies, and articles researching the effect of daylight in a classroom environment on students' performance. It tends to define the significance of daylight design in the learning environment. This paper also deals with specifying and exploring all the conditions, factors, and elements that contribute to creating this successful daylight design in classrooms. Besides, it investigates the daylight design of the buildings at the campus of Sarajevo that will, later on, contribute to the creation of a design manual of all the considerations that need to be taken for schools and educational centers’ daylight design. The study is conducted at the campus of Sarajevo in the academic year 2019. The literature review, data study, and previous studies define the significance of daylight in the classroom environment and show the correlation between daylight and students' achievement in the classroom environment. It defines the elements and conditions of successful daylight design in classroom settings. The study explored the current state of the daylight design at the campus of Sarajevo detecting its lacks and obstacles regarding adequate illumination. Based on the literature review, an appropriate solution for the investigated classroom environment has been designed.
Technical Report
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First study of how daylighting in elementary school classrooms is associated with improved test scores. Includes analysis from over 9000 student records in three school districts.
Conference Paper
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The relationship between classroom ventilation and pupils’ performance was investigated in primary schools in the United Kingdom. The concentration of carbon dioxide and other parameters were monitored for three weeks in two selected classrooms in each school. A direct air supply system through the windows was used to alter the ventilation rates in the classrooms. The system was set either to provide outdoor air or to re-circulate the classroom air while all other physical parameters were left unchanged. Computerised Assessment Tests (CAT) and Paper-based Tasks were used to evaluate pupils’ performance. The present paper shows preliminary results of the computerised tests from 6 schools. Due to the intervention the outdoor air exchange rate in the classrooms was altered from 0.8±0.5 h-1 (1.6±1.3 L/s per person) to 4.0±0.4 h-1 (6.8±1.4 L/s per person) which significantly improved pupils’ reaction time measures by 3%, Picture Recall Memory by 8% and Word Recognition by 15%.
Article
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Using a multilevel approach, we estimated the effects of classroom ventilation rate and temperature on academic achievement. The analysis is based on measurement data from a 70 elementary school district (140 fifth grade classrooms) from Southwestern United States, and student level data (N = 3109) on socioeconomic variables and standardized test scores. There was a statistically significant association between ventilation rates and mathematics scores, and it was stronger when the six classrooms with high ventilation rates that were indicated as outliers were filtered (> 7.1 l/s per person). The association remained significant when prior year test scores were included in the model, resulting in less unexplained variability. Students’ mean mathematics scores (average 2286 points) were increased by up to eleven points (0.5%) per each liter per second per person increase in ventilation rate within the range of 0.9–7.1 l/s per person (estimated effect size 74 points). There was an additional increase of 12–13 points per each 1°C decrease in temperature within the observed range of 20–25°C (estimated effect size 67 points). Effects of similar magnitude but higher variability were observed for reading and science scores. In conclusion, maintaining adequate ventilation and thermal comfort in classrooms could significantly improve academic achievement of students.
Article
Several studies have suggested that recommended ventilation rates are not being met within schools. However these studies have not included an evaluation of whether or not this failure might have an impact on pupil performance and learning outcome. The work reported here was designed as an initial investigation into this question. Using the Cognitive Drug Research computerised assessment battery to measure cognitive function, this study demonstrates that the attentional processes of school children are significantly slower when the level of CO2 in classrooms is high. The effects are best characterised by the Power of Attention factor which represents the intensity of concentration at a particular moment, with faster responses reflecting higher levels of focussed attention. Increased levels of CO2 (from a mean of 690 ppm to a mean of 2909 ppm) led to a decrement in Power of Attention of approximately 5%. Thus, in a classroom where CO2 levels are high, students are likely to be less attentive and to concentrate less well on what the teacher is saying, which over time may possibly lead to detrimental effects on learning and educational attainment. The size of this decrement is of a similar magnitude to that observed over the course of a morning when students skip breakfast.
Article
Limited evidence has associated lower ventilation rates (VRs) in schools with reduced student learning or achievement. We analyzed longitudinal data collected over two school years from 150 classrooms in 28 schools within three California school districts. We estimated daily classroom VRs from real-time indoor carbon dioxide measured by web-connected sensors. School districts provided individual-level scores on standard tests in Math and English, and classroom-level demographic data. Analyses assessing learning effects used two VR metrics: average VRs for 30 days prior to tests, and proportion of prior daily VRs above specified thresholds during the year. We estimated relationships between scores and VR metrics in multivariate models with generalized estimating equations. All school districts had median school-year VRs below the California VR standard. Most models showed some positive associations of VRs with test scores; however, estimates varied in magnitude and few 95% confidence intervals excluded the null. Combined-district models estimated statistically significant increases of 0.6 points (p=0.01) on English tests for each 10% increase in prior 30-day VRs. Estimated increases in Math were of similar magnitude but not statistically significant. Findings suggest potential small positive associations between classroom VRs and learning. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved.
Article
The paper reports on an experiment which investigated the effect of increased classroom ventilation rate on the performance of children aged 10-12 years. The experiment was executed at two different schools (two classrooms at each school) as a double-blind 2x2 crossover intervention where four different performance tests were used as surrogates for short-term concentration and logical thinking. Only complete pairs of test responses were included in the within-subject comparisons of performance, and data were not corrected for learning and fatigue effects. Analysis of the total sample suggested the number of correct answers was improved significantly in four out of four performance test, addition (6.3%), number comparison (4.8%), grammatical reasoning (3.2%) and reading and comprehension (7.4%), when the outdoor air supply rate was increased from an average of 1.7 (1.4-2.0) to 6.6 l/s per person. The increased outdoor air supply rate did not have any significant effect on the number of errors in any of the performance tests. Results from questionnaires regarding pupil perception of the indoor environment, reported sick building syndrome symptoms and motivation suggested the study classroom air was perceived more still and pupil were experiencing less pain in the eyes in the recirculation condition compared to the fresh air condition. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved.
Article
BACKGROUND We tested the hypothesis that classroom carbon dioxide (CO2) concentration is inversely related to child school attendance and educational attainment.METHODS Concentrations of CO2 were measured over a 3-5 day period in 60 naturally ventilated classrooms of primary school children in Scotland. Concentrations of CO2 were related to the class average annual attendance and proportions attaining a national standard for reading, writing, and numeracy, adjusted for socioeconomic status and class size.RESULTSThe median (interquartile range, IQR) CO2 concentration averaged over the school day was 1086 ppm (922, 1310). In the model, Time Weighted Average CO2 concentrations were inversely associated with school attendance but not academic attainments. An increase of 100 ppm CO2 was associated with a reduced annual attendance of 0.2% (0.04, 0.4) roughly equivalent to 1 half day of school per annum, assuming schools are open on 190 days per year. Indoor temperature and relative humidity were not related to attendance or academic attainment.CONCLUSIONS Inadequate classroom ventilation, as evidenced by CO2 concentration exceeding 1000 ppm, is not uncommon and may be associated with reduced school attendance. A relationship between inadequate classroom ventilation and adverse health outcomes in children may be present and this needs to be explored.
Article
This study investigates the relationship between Indoor Environmental Quality (IEQ) and learning performance in air-conditioned university teaching rooms via subjective assessment and objective measurement. Together with the data of air temperature, relative humidity, air speed, mean radiant temperature, CO2 concentration, equivalent sound pressure level, horizontal illumination level, occupant activity and clothing insulation level measured in four classrooms and four large lecture halls, self-reported learning performance (in calculating, reading, understanding and typing) and perceived IEQ are evaluated. The results show strong associations of the overall IEQ votes with the environmental parameters. While thermal comfort, indoor air quality and visual environment are of comparable importance, aural environment is the major determining factor. The study also reveals that all IEQ complaints have similar impact on learning performance and there is a good correlation between learning performance and the number of complaints. To aid design needs, empirical expressions that approximate the impact of unsatisfactory IEQ on learning performance loss are proposed.