idx
int64
0
99
Title
stringlengths
5
42
Feedback
stringlengths
8
139
Labels
stringclasses
6 values
0
Efficient Claims Process
The claim was resolved quickly and the process was straightforward.
Positive,Efficient
1
Delay in Claims Handling
I've been waiting for weeks to get my claim processed. It's very frustrating.
Negative,Delayed
2
Customer Support Excellence
The agent was very helpful and went above and beyond to assist with my claim.
Positive,Supportive
3
Miscommunication with Claims Department
The claims department kept changing the information I provided, which was very confusing.
Negative,Inconsistent
4
Satisfactory Resolution
The claim was resolved to my satisfaction, although the waiting period was long.
Neutral,FairResolution
5
Quick Claims Service
I was pleasantly surprised by how quickly my claim was processed. Highly recommend!
Positive,Efficient
6
Too Long to Wait
It's been over a month since I submitted my claim and I still haven't heard anything. Unacceptable delay!
Negative,Delayed
7
Highly Recommend
My experience with the insurance company was outstanding. The staff was incredibly supportive throughout the entire claims process.
Positive,Supportive
8
Inconsistent Claim Advice
The information provided at first was incorrect and had to be corrected multiple times.
Negative,Inconsistent
9
Decent Process
The claim was processed in a timely manner, but it lacked personal attention.
Neutral,FairResolution
10
Speedy Claim Approval
The insurance company approved my claim in a record time. Highly commendable service.
Positive,Efficient
11
Customer Feedback CSV Content (Continued):
null
null
12
Agent Goes Above and Beyond
The support team was fantastic. Not only did they solve my issue quickly, but they also offered additional assistance for future reference.
Positive,Supportive
13
Lack of Clear Communication
I received no response to my claim inquiry, and there's no clear timeline for resolution.
Negative,Inconsistent
14
Uniform Service Levels
Despite the long waiting time for my claim, the service remained consistent throughout the process.
Neutral,FairResolution
15
Smart Claims Portal
Using the new online claims portal saved me time and it's user-friendly.
Positive,Efficient
16
Lack of Progress
I filed my claim last month and it feels like it's been forgotten. No updates in weeks.
Negative,Delayed
17
Compliments to the Team
I want to express my appreciation for the professional and supportive service I received when filing my claim.
Positive,Supportive
18
Frustrating Claim Adjustments
The adjustments made to my claim were contradictory to what I was told initially.
Negative,Inconsistent
19
No Issues Found
I did not encounter any problems during the claims process.
Neutral,FairResolution
20
Minimal Paperwork
Navigating through the paperwork was surprisingly easy. Thank you for the seamless process.
Positive,Efficient
21
Title
Feedback
Labels
22
Friendly and Knowledgeable Staff
The representative was incredibly friendly and knowledgeable about our policies. Very reassuring during the claim process.
Positive,Supportive
23
Confusing Claim Rejection Reasons
The reasons given for the claim denial were vague and not helpful for understanding or appealing the decision.
Negative,Inconsistent
24
Adequate Compensation
I received fair compensation for my loss, but the process was quite drawn out.
Neutral,FairResolution
25
Rapid Assistance
The support team responded immediately and resolved my issue in no time.
Positive,Efficient
26
Frustrating Delays
The team keeps giving me updates on different dates, but nothing happens. Just a series of delays.
Negative,Delayed
27
Team Excellence
The customer service team handled my case with empathy and efficiency, making me feel supported every step of the way.
Positive,Supportive
28
Confusing Claims Procedures
I received mixed messages about the required documents for my claim.
Negative,Inconsistent
29
Satisfactory Wait
The waiting period was longer than expected, but the resolution was satisfactory.
Neutral,FairResolution
30
Prompt Response
Received a response within a day after my inquiry about the claim status. Very responsive team.
Positive,Efficient
31
Insurance Claims Backlog
My claim is still unresolved after several months. This backlog has caused significant inconvenience.
Negative,Delayed
32
Prompt Response and Efficient Resolution
The insurance company responded promptly to my inquiry and resolved my issue efficiently, saving me time and stress.
Positive,Supportive
33
Complex Claim Procedure
The procedure for filing a claim is overly complicated, and I don't understand the required documents.
Negative,Inconsistent
34
No Extra Fees
The insurance company processed my claim without charging any additional fees.
Neutral,FairResolution
35
On-time Policy Update
I received my policy update exactly as scheduled. The efficiency is commendable.
Positive,Efficient
36
Minimal Response
Two weeks into my claim, I've only received one call, and it was for a different matter.
Negative,Delayed
37
Outstanding Assistance
I was guided through the claims process with patience and care by the team. Their support made all the difference.
Positive,Supportive
38
Unreliable Claims Status Updates
The status updates provided by the company were often inaccurate and misleading.
Negative,Inconsistent
39
Average Experience
The service was acceptable, but I wouldn't say it was outstanding.
Neutral,FairResolution
40
Clear Communication
The insurer's agent kept me informed every step of the way. Clear and concise communication.
Positive,Efficient
41
Complex Claim Procedure
The procedure for filing my claim is overly complicated, and it took much longer than expected.
Negative,Delayed
42
Extensive Help and Guidance
The agent provided extensive help and guidance, ensuring that I was well-informed about the claim procedure.
Positive,Supportive
43
Poor Claims Representative
The claims rep seemed uninterested in helping me and provided no clear guidance on what steps to take next.
Negative,Inconsistent
44
Professional Claims Adjuster
The claims adjuster was professional and handled my claim with care.
Neutral,FairResolution
45
Streamlined Documentation
The simplified documentation for filing a claim was efficient and time-saving.
Positive,Efficient
46
No Resolution
I've asked repeatedly for an update on my claim, and it's still pending. The wait is unbearable.
Negative,Delayed
47
Service to Remember
The insurance agent went above and beyond to support me during a difficult time. Their assistance was invaluable.
Positive,Supportive
48
Mixed Messages on Claim Coverage
I was told my policy covers certain damages, but later I was denied for the same.
Negative,Inconsistent
49
Resolution Meets Expectations
I expected a faster response, but the final resolution was what I needed.
Neutral,FairResolution
50
On-Time Settlement
My claim was settled exactly as per the agreed timeline. Appreciated the punctuality.
Positive,Efficient
51
Lack of Updates on Claim Status
I haven't received any updates on my claim for over a month now. It feels like I'm not even being acknowledged.
Negative,Delayed
52
Clear Communication and Empathy
The staff member communicated clearly and showed genuine empathy towards my situation.
Positive,Supportive
53
Irregular Update Patterns
I've been receiving mixed messages about the status of my claim. Sometimes I'm told it's under review, other times it's already processed.
Negative,Inconsistent
54
Timely Updates
I received timely updates on the status of my claim, which was appreciated.
Neutral,FairResolution
55
Exemplary Claims Handling
The claims adjuster was incredibly efficient and transparent about the process.
Positive,Efficient
56
Postponed Claim
The adjuster initially told me my claim would be processed quickly, but now it's been postponed indefinitely.
Negative,Delayed
57
Thank You for the Support
I was incredibly impressed by the team's willingness to support me through the claim process.
Positive,Supportive
59
Moderate Service
Service was not exceptional, but it met my expectations.
Neutral,FairResolution
60
Efficient Documentation
All the required documents were requested and received without hassle. Efficient process overall.
Positive,Efficient
61
Repeated Inquiries
I've had to make repeated calls to check on my claim, which is time-consuming and frustrating.
Negative,Delayed
62
Proactive Customer Service
The customer service team was proactive in addressing my concerns, preventing any complications.
Positive,Supportive
63
Misleading Information Given
The information given about claim eligibility is incorrect, leading to confusion and wasted effort on my part.
Negative,Inconsistent
64
Minimal Paperwork
The paperwork for filing my claim was minimal, which made the process easier.
Neutral,FairResolution
65
Fast Dispute Resolution
Their dispute resolution was fast, which was great for a stress-free claim process.
Positive,Efficient
66
Vague Timelines
They said my claim would be settled within two weeks, but it's now been three weeks with no word.
Negative,Delayed
67
Supportive Resolution
The support I received when handling my claim was second to none. It was truly appreciated.
Positive,Supportive
69
Adequate Support
The support provided was sufficient for resolving my claim.
Neutral,FairResolution
70
Transparent Claims Process
I was well-informed about each phase of the claim process. No surprises, just transparency.
Positive,Efficient
71
Service Agent Unresponsive
The service agent assigned to my claim is unresponsive and it's been weeks with no communication.
Negative,Delayed
72
Comprehensive Support
The support team offered comprehensive assistance, covering all my questions and concerns.
Positive,Supportive
73
Delayed Response to Inquiry
It's been three days since I asked about my claim status, and there's still no communication from the company.
Negative,Inconsistent
74
Appropriate Coverage
The coverage I received for my claim was appropriate given the policy I had.
Neutral,FairResolution
75
Prompt Communication
They communicated with me swiftly about every step in my claim.
Positive,Efficient
76
Insufficient Communication
I haven't received any updates on my claim since I submitted it, and it's been a month.
Negative,Delayed
77
Appreciative of the Support
I am very thankful for the helpful and supportive team that made the claims process a breeze.
Positive,Supportive
79
Fair Process
The process was handled without any significant issues.
Neutral,FairResolution
80
Proactive Problem Solving
When I faced an issue, the claims department was proactive in resolving it without extra charges.
Positive,Efficient
81
Complicated Documentation
I am still waiting on some of the required documentation for my claim, causing unnecessary delay.
Negative,Delayed
82
Dedicated Support Team
The support team was dedicated and followed up to ensure that my issue was completely resolved.
Positive,Supportive
83
Lack of Follow-up
After filing my claim, there was no follow-up from the insurance company to ensure everything was on track.
Negative,Inconsistent
84
No Overcompensation
The compensation I received was exactly what was needed for my situation.
Neutral,FairResolution
85
Efficient Claim Adjustment
The claim adjuster understood my situation and made efficient changes to my claim.
Positive,Efficient
86
Lack of Assurance
I'm starting to lose faith in the company's ability to process claims on time.
Negative,Delayed
87
Teamwork Makes the Dream Work
The team's support was a major factor in the smooth handling of my claim.
Positive,Supportive
89
Satisfactory Service
Service quality was average; nothing remarkable.
Neutral,FairResolution
90
Effective Claims Management
The team managed my claim with utmost efficiency and professionalism. Great job.
Positive,Efficient
91
No Clear Communication
No clear communication has been provided about the status of my claim, which is causing anxiety.
Negative,Delayed
92
Reliable and Trustworthy
I trust the insurance company to handle my claims with reliability and fairness.
Positive,Supportive
93
Unhelpful Assistance
When I called for help, the representative didn't seem to have any solutions and was unhelpful.
Negative,Inconsistent
94
Transparent Process
The insurance company was very transparent about the claim process and what to expect.
Neutral,FairResolution
95
Exemplary Customer Service
The customer service was excellent in handling my claim promptly and efficiently.
Positive,Efficient
96
Overwhelmed with Delays
I've had to call repeatedly to get my claim status, but each time, I'm told to wait for another update.
Negative,Delayed
97
Thank You for the Help
Your support during the claim process was exceptional. It made a tough situation much easier.
Positive,Supportive
99
Compensation Fair
The compensation for the claim was fair, though the claim process was routine.
Neutral,FairResolution

CustomerFeedbackClaims

tags: Classification, Insurance, Claims

Note: This is an AI-generated dataset so its content may be inaccurate or false

Dataset Description: The dataset CustomerFeedbackClaims comprises customer feedback specifically related to insurance claims. The feedback is categorized into various classes that represent the nature of the customer's experience with the claims process. These categories are designed to help an ML practitioner understand the sentiment and key points of customer feedback for analysis and improvements.

CSV Content Preview:


Title,Feedback,Labels

"Efficient Claims Process","The claim was resolved quickly and the process was straightforward.","Positive,Efficient"

"Delay in Claims Handling","I've been waiting for weeks to get my claim processed. It's very frustrating.","Negative,Delayed"

"Customer Support Excellence","The agent was very helpful and went above and beyond to assist with my claim.","Positive,Supportive"

"Miscommunication with Claims Department","The claims department kept changing the information I provided, which was very confusing.","Negative,Inconsistent"

"Satisfactory Resolution","The claim was resolved to my satisfaction, although the waiting period was long.","Neutral,FairResolution"

Source of the data:

The dataset was generated using the Infinite Dataset Hub and microsoft/Phi-3-mini-4k-instruct using the query 'customer feedback for an insurance company with categories':

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