sna ems
DESCRIPTION
This analysis is a study that covers the influence that social relations and networks have on observers generating social capital within a particular NJ-based EMS volunteer corps.TRANSCRIPT
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Table of Contents
List of Figures………………………………………………………p3
List of Tables……………………………………………………….p3
List of Equations …………………………………………………...p3
A) Executive Summary………………………………………………...p4
B) Introduction and Background………………………………………p5
C) Problem Statement (Thesis)………………………………………...p6
D) Literature Review…………………………………………………...p6
E) Preliminary Data Analysis……………………………………….....p8
F) Project Review……………………………………………………....p14
a. Aim………………………………………………………….p14
b. Approach……………………………………………………p14
c. Summary……………………………………………………p14
G) Project Model……………………………………………………….p16
H) Conclusion ………………………………………………………….p16
I) References…………………………………………………………...p17
J) Appendix……………………………………………………………p18
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List of Figures
Figure 1: Ego-centric sociogram
Figure 2: Social capital response model
List of Tables
Table 1: Ego-centric clusters
Table 2: Social network and relations: Brokerage
Table 3: Social network and relations: Closure
Table 4: Overall social capital
List of Equations
f = n/N
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Executive Summary
The study examines the relationship of observers (EMTs, non-EMTS, and drivers) within
particular social networks of Hoboken Volunteer Ambulance Corps (HVAC) and the formation
and maintenance of social capital. In addition to assessing brokerage and closure among the
group, the study investigates the greater social capital of observers by analyzing how their
experiences in social networks can increase commitment to the organization and their ability to
mobilize collective actions -- which is seen as social capital. An analysis conducted on results
from a questionnaire of randomly selected observers (N = 14) suggests a strong association
between social capital and the three independent variables of Personal, Social, and Geographical.
If social capital is related to trust and safety, then observers who have strong relationships and
emotional support in a social network are likely to generate greater social capital. Subsequently,
if an observer’s personal and overall success is related to social capital, then exposing observers
to fresh perspectives and valuable information will result in a variety of positive outcomes.
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Introduction and Background
Social networks among observers (active EMTs, non-EMTs, and drivers) within
Hoboken Volunteer Ambulance Corps (HVAC) allow members to acquire a presence among
support groups, access valuable information and opportunities, and establish and maintain strong
connections with others. The networks can be oriented towards the coordination of trust
(brokerage), the institution of safety based on trust (closure), and the maximization of
information flow. The relationships among the members throughout these networks accumulate
resources used to increase social order, participation in civic activities, and trust among members
that are all ultimately viewed as social capital (Lampe, Ellison, & Steinfield, 2007, p. 1145).
Social capital constitutes a rich opportunity for members, specifically observers,
interested in gaining more—or the most—out of their experiences in the organization based on
the advantages generated by fresh perspectives and accrued information. Social networks within
HVAC, having the potential to support both the maintenance of existing social ties and the
formation of new connections, can bridge “holes” in social structure to facilitate the generation
of social capital. (Ansell, 2007, p. 482; Lampe, Ellison, & Steinfield, 2007, p. 1144). Along with
bridging social capital, which looks at the way loose connections contribute to useful information
and new perspectives, bonding social capital considers emotional support, such as trust and
safety, brought on by tightly-knit relationships. The study investigates the greater social capital
of observers in HVAC by analyzing how their experiences in social networks can increase
commitment to the organization and their ability to mobilize collective actions.
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Problem Statement (Thesis)
The study proposes that observers will be able to produce social capital within their social
networks because they seek to succeed in the role, as well as the safety and trust that accompany
current and future success in the organization, therefore:
If social capital is related to trust and safety, then observers who have strong relationships and
emotional support in a social network are likely to generate greater social capital. Subsequently,
if an observer’s personal and overall success is related to social capital, then exposing observers
to fresh perspectives and valuable information will result in a variety of positive outcomes.
Literature Review
Burt (1992; 2005) provides insight into the way certain structural features in a network
can help improve the actors’ social influence and overall success. With an ego-centric sociogram
at the epicenter of the analysis, a single observer of HVAC can be used to identify how social
capital generates advantages for a specific individual within a social network, as well as the
community (Ansell, 2007, p. 483). As described by Burt’s Brokerage and Closure, the
advantages come about by first using brokerage to coordinate trust and then using closure to
establish safety based on the trust (p. 483). Despite the opposing mechanisms between brokerage
and closure, Burt suggests that both the individual and collective aspects of the social network
can be complementary to generate “structural autonomy,” which is a valuable source of social
capital (p. 484).
Social capital gains the advantage when considering a person’s location in a structure of
relationships, i.e., an ego-centric sociogram (Burt, 1992, p. 4). From this, structural autonomy
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illustrates how networks distribute social capital based on the brokers’ abilities to span and
integrate different clusters of people to access information, ideas, and knowledge of different
groups; and how trust and alignment establish a pipeline to the information (Ansell, 2007, pp.
482-83). Brokers in HVAC span across multiple shifts and, therefore, are likely to have access to
more information, have access to earlier information, and control the information flow. The
brokers also help bridge structural holes to generate fresh perspectives and information (p. 483).
Information mechanisms such as “bandwith” and “echo” describe the direction and intensity of
trust which can be used to evaluate (1) how an individual’s personal network affects the person’s
ability to access certain kinds of resources; (2) the kind of social support that’s available or is
regularly accessed; and (3) how the structure of a given social network affects the formation or
maintenance of social, collective norms when analyzing the influence that social relations and
networks have on observers contributing to the overall social capital within Hoboken Ambulance
Volunteer Corps (HVAC).
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Preliminary Data Analysis
Initial analysis of observer ego-centric network
Note: All names used in the ego-centric analysis were replaced with the characters from the
NATO Phonetic alphabet for confidentiality. For example, the primary actor’s first initial and
last name was replaced with “Alpha" (See Figure 1).
Figure 1: Ego-centric sociogram
The initial analysis is based on the observer, Alpha, who sought to work during shifts
where the EMTs and drivers support growth and are committed to one another. The sociograph
above is divided into four separate clusters. They were organized based on the first four shifts
that Alpha completed during the beginning month of membership. The shifts occurred on four
separate dates from 19:00 until 23:59 and had the potential of accommodating two EMTs, two
drivers, and two observers, including Alpha, of the 186 active members. The analysis excludes
Alpha from the clusters (See Table 1).
Alpha
Bravo, EMT
Delta, EMT
November, EMT
Whiskey, EMT
Sierra, EMT
Lima, EMT
Foxtrot, EMT
Charlie, EMT
Juliett, EMT
Romeo
Echo
Oscar
Mike
Golf, EMT
Victor, EMT
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Table 1: Ego-centric clusters
Cluster 1 Cluster 2 Cluster 3 Cluster 4
Driver Bravo, EMT Victor, EMT Foxtrot, EMT Romeo
EMT Delta, EMT Sierra, EMT Delta, EMT Golf, EMT
Driver November, EMT
Charlie, EMT Whiskey, EMT
EMT Golf, EMT Lima, EMT Mike Juliett, EMT
Observer Alpha Oscar Alpha Alpha
Observer
Alpha
Echo
Density 0.1 0.5 0.3 0.4
Clusters 1-3 are made up of four actors and Cluster 4 has five. Two actors, Delta, EMT
and Golf, EMT, occupy two clusters simultaneously – Clusters 1, 3, and 4 (indicated in red).
This means that Alpha has worked with each of them during two separate shifts. If an actor from
any cluster has worked with another outside any of Alpha’s shifts, they are connected with the
purple line. The purple lines also represent the density of each cluster based on the actors’
additional participation throughout the month of October. Cluster 2 ends up being the most dense
in that the actors have signed up for other shifts together more than any other cluster Alpha has
worked with. The dense, cohesive network of Cluster 2 shows that the actors rely on each other
and trust is an attribute of the entire network, specifically with Victor, EMT, Sierra, EMT, and
Lima, EMT. Unlike the clique in Cluster 4 formed by Juliett, EMT, Whiskey, EMT, and Romeo,
Cluster 2 connects with at least two actors from every other cluster. However, the closed network
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illustrated in Cluster 4 shows that since each actor knows the other, Burt argues, the powerful
social conditions promote mutual trust and most likely safety – an adequate network for Alpha’s
survival but not overall growth (Ansell, 2007, p. 482). The actors are also found to have a high
level of motivation to maintain the network since they continue to schedule shifts with one
another. Burt (1992) recognizes the strong interaction between Cluster 2 and the others as a form
of bridging “holes” in social structure to prevent the dense social networks from short-circuiting
information flow as a result of redundancy. The fresh perspectives and information that Alpha or
any other observer would gain from working with Cluster 2 is expected to generate social capital.
The social network analysis considers the perspectives of other observers to reinforce the claim
presented by, and through, the ego-centric analysis.
Social network analysis
The social network analysis (SNA) argues that if social capital is related to trust and
safety, then observers who have strong relationships and emotional support in a social network
are likely to generate greater social capital (as seen in Cluster 4). However, more importantly, if
an observer’s personal and overall success is related to social capital, then exposing observers to
fresh perspectives and valuable information will result in a variety of positive outcomes (as
represented in Cluster 2).
Sampling plan
A simple random sampling (n = 14) was conducted to satisfy 10% of the cases in the
sampling frame (f = n/N) to deliberately set up a quota independent of the population
characteristics for the purpose of including a specific group where each NCn had an equal chance
of being selected. This probability sampling works better than a nonprobability sampling since
the procedure assures that the different units in the population have equal probabilities of being
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chosen, i.e., an electronic survey, in which minimal in-depth field work is needed to gather
information for an intended response.
Overview of Data Collection
A further study will assess the magnitude of the bridging and bonding social capital
within the organization, but this particular analysis was designed to demonstrate if and how they
exist through brokerage and closure. Therefore, regression analyses were overlooked and the
study asked straight-forward questions to achieve the intended responses for satisfying the initial
analysis shown by Figure 2 and Table 1. The respondents identified themselves as observers who
are either EMTs, Non-EMTs, or Non-EMT/drivers who all satisfy the sociogram’s design by
being fully active members (complete at least 4 shifts monthly). The premise behind the design is
that Alpha is assessing the connections of four clusters over the course of four shifts (four
weeks), in which the study demanded from each respondent a relationship with respect to the full
network detail. In other words, they’re involvement as an observer, in some way, should span
across all four clusters simultaneously. The weight of the respondents’ relationship to the
importance of the social ties that are seen in Clusters 2 and 4 are reflected in the results that
follow—each broken up into brokerage, closure, and potential of social capital.
Table 2: Social network and relations: Brokerage (N = 14)
Mean or % (N)
I feel that a strong social network is important for me to succeed as an
observer at HVAC.
71% (10)
I have been able to establish a strong social network of my own within
HVAC.
79% (11)
I feel that safety and trust within my social network are important for me
to succeed as an observer.
79% (11)
My own social network has
Safety and trust
Only safety
Only trust
71% (10)
0.07% (1)
0% (0)
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In having established a strong social network, more than 70% of the respondents felt that a
strong social network is important for success as an observer, in addition to the trust and safety
components that are likely to accompany it (see Table 2 above). Although Clusters 2 and 4
present Alpha with trust and safety, the respondents indicate the importance that closure has in
social capital (see Table 3). Unlike Cluster 4, Cluster 2 spans across multiple groups to, more
likely than the other clusters, access and control information. This helps Alpha become aware of
the options and opportunities available at HVAC (79%) and tap into resources that would enable
contribution to the organization (79%). Additionally, many of the respondents felt that those with
higher ranks add to the wealthy flow of information by being accessible (64%), approachable
(71%), and communicating effectively (71%).
Table 3: Social network and relations: Closure (N = 14)
Mean or % (N)
Based on my social network, I am aware of options and opportunities
available to me at HVAC.
79% (11)
The resources and information gained through my social network can help
me contribute more to HVAC.
79% (11)
My rank within HVAC influences my social interaction with other members
who are or are not part of my social network.
36% (5)
I am able to form strong ties, or connections, with other members who
share similar qualities.
93% (13)
I feel that other observers are essential to the strength of my social
network.
57% (8)
I feel that frequent communication with other observers would benefit my
success.
71% (10)
I would say that my social network provides me with the support to
succeed as an observer.
86% (12)
I feel that those with higher ranks are easily accessible and provide me
with the necessary tools to succeed as an observer.
64% (9)
I feel that those with higher ranks are easily approachable and
communicate effectively.
71% (10)
I relate to others who share the same friend(s) as I do. 79% (11) I do not relate to others who don't share the same friend(s) as I do. 0.07% (1)
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The respondents strengthen the dynamics of Cluster 2 since 79% are able to relate to others with
whom the same friends are shared, thus increasing the ability to form strong ties with other
members who share similar qualities (93%). More importantly, as a result of bridging the holes,
other observers become essential to the strength of a single observer’s social network (57%) in
which frequent communication (the access and control of information) amongst the observers
would benefit success (71%). Given that most of the respondents’ shift selection varies and
depends on availability or aren’t considered much (results from questionnaire), very few—close
to none—don’t see mutual ties as a key component for connection (0.07%). Cluster 2
demonstrates the impact that both brokerage and closure can have on Alpha, or any observer,
contributing to the overall success of the organization (see Table 4).
Table 4: Overall social capital (N = 14)
Mean or % (N) My role as an observer is very clear to me. 71% (10)
I feel that I can get more out of my experience as an observer. 86% (12)
I want to get the most out of my experience as an observer. 79% (11)
I would like to help prospective observers get the most out of their
experiences at HVAC.
86% (12)
There are aspects of HVAC that I'd like to help improve based on my
experiences.
86% (12)
I feel that my experiences as an observer are, or will be, valuable to the
organization.
86% (12)
I feel that succeeding as an observer will lead to my overall personal
success and the success of HVAC.
93% (13)
The respondents who were certain of their place in the network (71%) not only felt that their
observer experiences would be valuable to the organization, but those experiences would help
them obtain more (86%) and the most (79%) positive outcomes, leading up to personal and
overall success (94%). The overall success would be reflected in improving aspects of the
organization (86%) and serving as brokers for prospective observers (86%).
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Project Review
Aim
The purpose of the study is to clearly illustrate the impact of brokerage and
closure within an observer’s social network and then reinforce the social capital
discovery using the findings of additional observers within a broader social network.
Approach
Process
The Realist method suggests that the key informants in the selected population be
identified, the people representative of the types of issues being explored are located, and
then the audience targeted individually. The research instrument was delivered
electronically to give each person an equal opportunity to participate. The same
instrument was also delivered in person during general events (e.g. monthly meeting)
where each person had an equal opportunity to participate.
Research instrument
A questionnaire (print and Web [using Google Forms]) served as the instrument
for tapping the variable model. The questionnaire was piloted tested on members of
HVAC who stood outside the sampling frame, as part of the EMT/non-observer group,
before being administered to the target sample [n=14] (See Appendix A for a sample of
the print version; go to http://goo.gl/forms/Qm775Fe9ZH for a sample of the Web
version). The questionnaire comprises of 35 questions: 5 personal, 19 dealing with social
network and relations, 4 questioning geography, and 7 covering overall experience. The
following model illustrates how the independent [predictor] variables (Personal, Social,
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and Geographical) impact the dependent [outcome] variable (greater social capital among
observers in Hoboken EMS) (see Figure 2).
Figure 2: Social capital response model
Summary
The study was successful in producing the intended response based on the
research instrument and the sample size that turned out to be more than sufficient. Geography
turned out to be a smaller part of the anticipated outcome and may be excluded from any follow-
up study on social capital.
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Project Model
The patterns discovered from the results are few but represent strong attributes of the
study. Overall, more than 50% of the respondents were in favor of the variables that supported
brokerage, closure, and greater social capital, which was a pivotal factor for the study’s positive
outcome. Had the results been below 50% then the initial analysis could not have been
confirmed.
From this, the results related to social network in the Brokerage category (Table 2) that yielded
results above 70% were reflected by a greater average of 79% in the results also related to social
network of the Closure category (Table 3). The respondents were the same (n=11) but a single
response in Brokerage fell short of having both safety and trust in the social network, showing
that safety was more prevalent than trust in accessing opportunities, resources and information
within the social networks. Safety was strongly identified in the Closure category through the
86% of the respondents feeling that their respective social networks provide them with the
support needed to succeed. The particular pattern shown is through the correlation of how the
respondents identify with safety and trust within the social networks.
Conclusion
The results align with the social networks of HVAC being oriented towards the
coordination of trust (brokerage) and the institution of safety based on trust (closure). The strong
linkage between social capital and trust & safety suggests that observers who have strong
relationships and emotional support in a social network are likely to generate greater social
capital. Such connections are likely to bring about an observer’s personal and overall success
when exposed to fresh perspectives and valuable information, which will result in a variety of
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positive outcomes, such as also becoming brokers for prospective observers. Additionally, what
can further be explored are bridging social capital, which looks at the way loose connections
contribute to useful information and new perspectives, and bonding social capital, which
considers emotional support, such as trust and safety, brought on by tightly-knit relationships.
References
Ansell, C. (2007). Brokerage and closure: An introduction to social capital by Ronald S. Burt.
Administrative Science Quarterly, 52(3), 482-485.
Burt, R. S. (2005). Brokerage and closure: An introduction to social capital. Oxford: Oxford
University Press.
Burt, R.S. (1992). Structural holes: The social structure of competition. Cambridge, MA:
Harvard University Press.
Kadushin, C. (2011). Understanding social networks: Concepts, theories, and findings. New
York: Oxford University Press.
Lampe, C., Steinfield, C., & Ellison, N. (2007). The Benefits of Facebook “Friends:” Social
Capital and College Students’ Use of Online Social Network Sites. Journal of Computer
Mediated Communication, 12, 1143-1168.
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Appendix A
Sample of 4-page SNA questionnaire (print version)
SOCIAL NETWORK ANALYSIS SURVEY
Social capital: Success among observers in Hoboken EMS
The SNA study answers the question: What influence do social relations and networks have on observers
contributing to the social capital within Hoboken Volunteer Ambulance Corps (HVAC)?
Note: Social capital focuses on how certain structural features (such as trust and safety) in a network can help a
person's social influence and overall success.
What the study looks at is the observers (EMTs, non-EMTs, and drivers) benefiting from their learning experiences
to not only be successful in their role, but to effectively contribute to the system's growth when becoming full-
fledged members and/or certified EMTs.
PERSONAL (Questions 1-5 of 35)
The following questions are used to collect general information based on demographics.
Age and identification
Q01. What is your age? (circle one)
16-19 | 20-25 | 25-29 | 30-34 | 35-39 | 40>
Q02. I would describe my HVAC observer status as (circle one)
EMT | EMT/driver | Non-EMT | Non-EMT/driver
Q02a. If you identify as EMT, when were you certified?
a. Within the past 3 months
b. Within the past 6 months
c. Within the past 12 months
d. More than 12 months ago
Q02b. If you identify as EMT/driver or Non-EMT/driver,
when were you cleared to drive?
a. Within the past 3 months
b. Within the past 6 months
c. Within the past 12 months
d. More than 12 months ago
Membership
Q03. Do you plan on becoming more than an observer?
a. Yes, I believe I will be able to contribute more to HVAC
b. No, I don’t see any benefit in doing so
c. Not sure
Q04. I would describe my HVAC membership status as
a. Fully active (complete at least 4 shifts monthly)
b. Partially active (complete less than 4 shifts monthly)
c. Inactive (complete 0 shifts monthly)
Q05. I have been with HVAC for
a. Less than 3 months
b. 3-6 months
c. 6-12 months
d. More than 12 months
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SOCIAL NETWORK AND RELATIONS (Questions 6-24 of 35)
The following questions are used to collect information about social connections.
Q06. I feel that a strong social network is important for me to succeed as an observer at HVAC.
Social network means individuals with close connections
Strongly agree Agree Not sure Disagree Strongly disagree
Q07. I have been able to establish a strong social network of my own within HVAC.
Social network means individuals with close connections
Strongly agree Agree Not sure Disagree Strongly disagree
Q08. I feel that safety and trust within my social network are important for me to succeed as an observer at HVAC.
Social network means individuals with close connections
Strongly agree Agree Not sure Disagree Strongly disagree
Q09. My own social network within HVAC has:
Social network means individuals with close connections
Safety and trust Only safety Only trust Neither safety nor trust Not sure
Q10. Based on my social network, I am aware of options and opportunities available to me at HVAC.
e.g., such as taking on new responsibilities during calls?
Strongly agree Agree Not sure Disagree Strongly disagree
Q11. The resources and information gained through my social network can help me contribute more to HVAC.
Strongly agree Agree Not sure Disagree Strongly disagree
Q12. My values, or way of thinking, are accepted by my social network.
Social network means individuals with close connections
Strongly agree Agree Not sure Disagree Strongly disagree
Q13. My rank within HVAC influences my social interaction with other members who are or are not part of my social network.
Rank is EMT or, non-EMT, or (non-)EMT/driver
Social network means individuals with close connections
Strongly agree Agree Not sure Disagree Strongly disagree
Q14. I am able to form strong ties, or connections, with other members who share similar qualities.
Consider geography, shifts, interests, or even habits
Strongly agree Agree Not sure Disagree Strongly disagree
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Q15. I feel that other observers are essential to the strength of my social network.
Strongly agree Agree Not sure Disagree Strongly disagree
Q16. I feel that other observers and their success are essential to my personal success as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q17. I feel that frequent communication with other observers would benefit my success.
Strongly agree Agree Not sure Disagree Strongly disagree
Q18. I would say that my social network provides me with the support to succeed as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q19. How do you arrange your shifts?
a. Choose the same people for each shift
b. Choose different people for each shift
c. Selection varies and depends on availability
d. Don’t give much attention to the arrangement
Q20. I feel that those with higher ranks are easily accessible and provide me with the necessary tools to succeed as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q21. I feel that those with higher ranks are easily approachable and communicate effectively.
Strongly agree Agree Not sure Disagree Strongly disagree
Q22. The expectations and standards of the culture influence my success as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q23. I relate to others who share the same friend(s) as I do.
Strongly agree Agree Not sure Disagree Strongly disagree
Q24. I do not relate to others who don’t share the same friend(s) as I do.
Strongly agree Agree Not sure Disagree Strongly disagree
GEOGRAPHY (Questions 25-28 of 35)
The following questions are used to collect information about the impact of geography.
Q25. Where do you live?
Hoboken | Jersey City | Union City | New York City | Other
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Q26. Geography is important to my success as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q27. What role does geography play in your success as an observer?
a. A large part, I like being nearby
b. A large part, I want to be closer
c. A small part, my distance is irrelevant
d. A small part, I don’t mind the commute
e. Not sure
Q28. Geography determines a large part of my contribution to HVAC.
Consider shifts, meetings, and events.
Strongly agree Agree Not sure Disagree Strongly disagree
OVERALL (Questions 29-35 of 35)
The following questions are used to collect information about your overall experience as an observer.
Q29. My role as an observer is very clear to me.
Standards and duties are understood
Strongly agree Agree Not sure Disagree Strongly disagree
Q30. I feel that I can get more out of my experience as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q31. I want to get the most out of my experience as an observer.
Strongly agree Agree Not sure Disagree Strongly disagree
Q32. I would like to help prospective observers get the most out of their experiences at HVAC.
Strongly agree Agree Not sure Disagree Strongly disagree
Q33. There are aspects of HVAC that I’d like to help improve based on my experiences.
Strongly agree Agree Not sure Disagree Strongly disagree
Q34. I feel that my experience as an observer is, or will be, valuable to the organization.
Strongly agree Agree Not sure Disagree Strongly disagree
Q35. I feel that succeeding as an observer will lead to my overall personal success and the success of HVAC.
Strongly agree Agree Not sure Disagree Strongly disagree