Glassdoor Data offers a detailed look into organizational culture by analyzing employee reviews and ratings.
This data provides insights into company dynamics, regional trends, and the impact of major events, helping businesses improve employee satisfaction and cultural alignment.
Netflix’s culture deck, crafted by Reed Hastings, champions employee autonomy and creativity, even offering unlimited vacations as long as work gets done.
However, this freedom may come with high turnover rates. Average performers at Netflix receive generous severance packages, as Hastings aims to build a high-performing team.
Innovative organizations like Netflix, and other FAANG companies, often face high attrition rates due to their relentless pursuit of innovation, a necessity since their inception.
But is this sustainable? In 2022, FAANG companies cut around 70,000 jobs, highlighting the human cost of constant innovation.
The Role of Glassdoor Data in Assessing Company Culture
Traditional methods like NPS surveys and employment feedback forms often fail to capture the true employee sentiment, especially in innovative companies where the focus is on relentless progress.
Research shows that corporate culture is a more significant factor in employee resignation than compensation. Real employee sentiments often surface in informal settings and find their way to platforms like Glassdoor, where reviews are candid and unfiltered.
Unlike other review sites, Glassdoor ensures a balanced representation by requiring users to review their employers before accessing other reviews. This process encourages a wide range of feedback, providing a more accurate picture of company culture.
Glassdoor offers both quantitative data, such as Diversity & Inclusion Ratings and Senior Management Ratings, and qualitative data through detailed employee reviews. Sentiment analysis of these reviews can provide insights into employee satisfaction and predict future business performance.
Glassdoor Data Extraction
Our expertise lies in providing the raw materials for in-depth analysis: high-quality data extraction. We facilitated a comprehensive employee sentiment project on Apple, Google, Meta, and Amazon in the US and India.
Through our data extraction capabilities, we harvested 250k+ data records from Glassdoor. This rich data encompassed:
- Quantitative ratings: Employee ratings across categories like diversity and inclusion.
- Qualitative reviews: Detailed employee reviews offering valuable insights into their experiences.
- Geographic breakdown: Data segmented by the US (including state-level details) and India.
- Layoffs Impact: Data allowing for analysis of the 2022 mass layoffs on company morale.
This case study exemplifies the type of data we can provide.
We provide the raw data foundation you need for in-depth analysis. This includes employment sentiment data from Glassdoor, encompassing ratings, reviews, and geographic breakdowns.
Your expertise in AI and Machine Learning allows you to extract valuable insights from this data.
Disclaimer: All analyses presented here are based on a sample dataset from one of our data extraction projects. Hence, they do not reflect the entire market. This is only a hypothetical use-case of potential insights that could be gathered for better decision-making.
1. Higher Mean Ratings in India for Amazon
Our data reveals some interesting regional variations in average ratings for these companies. In India, employees appear to give Amazon, Apple, and Google slightly higher average ratings compared to the United States.
However, for Meta, the average ratings are very similar in both countries, with a slight edge towards the US.
It’s important to remember that these variations might not be significant and could be due to a variety of factors. Additionally, the data source (Glassdoor) ensures a balanced range of feedback, both positive and negative.
Looking at this from a continuous improvement perspective, there could be areas for each company to focus on. For example, based on this data, Amazon might prioritize enhancing the employee experience in the US, while Meta might focus on the Indian market.
2. Google Tops Average Ratings across States
We also examined the average employee ratings of the aforementioned companies across California, Florida, New York, and Texas.
Interestingly, there are periods when employee ratings spike, potentially indicating various underlying factors.
A significant shift in average ratings might suggest internal company upheavals or even broader industry-wide restructurings. Remarkably, thanks to the comprehensive nature of Glassdoor data, we observed a consistent pattern across all four companies.
One notable insight is that Google consistently receives the highest average reviews in all four states, whereas Amazon has the lowest. This trend could reflect deeper, systemic differences in employee satisfaction and organizational culture between these companies.
3. Granular Insights to Analyze Employee Sentiments
Examining employee sentiments by job status allows for a more detailed and nuanced data analysis.
Average mean ratings alone may not provide a complete picture unless we identify which departments or roles are the most dissatisfied with their work environment. This helps pinpoint areas for positive intervention by understanding the specific concerns of different employee groups.
For example, a wide range of mean ratings may stem from reviews frequently mentioning terms like ‘bureaucratic organization’ , ‘resistance to ideas’ or ‘toxic work environment’.
Ideally, an organization should strive for a cohesive narrative with a unified vision to achieve its goals.
However, as organizations grow, subcultures often emerge, driven by individual team leaders and their unique characteristics. By identifying frustration with specific departments, organizations can take immediate action to address issues and foster a more harmonious work environment.
In the data presented, a common theme emerges when analyzing the mean ratings of Amazon in the US and India. Interns in both locations, despite being geographically distant, consistently post the ratings on the upper end (high).
Conversely, part-time employees in India give the lowest ratings, whereas in the US, it’s contract workers who provide the lowest ratings.
This indicates a clear area for improvement that should be addressed to enhance the overall employee experience.
4. Cultural Clues Hidden in Meta Employee Reviews
Analysis of employee rating and review data from Meta reveals geographical similarities in workforce satisfaction. In both India and the US, freelance workers provide the highest average ratings, with part-times workers closely following.
Conversely, seasonal employees in both countries tend to give significantly lower ratings, particularly in the US, where their evaluations are markedly more negative.
These patterns suggest potential cultural influences at play. Investigating the national work cultures of India and the US could offer valuable insights into these contrasting trends in employee feedback at Meta.
Exploring these cultural dynamics may help to understand the underlying reasons behind the differences in worker satisfaction.
5. When the Smoke Settles: Analyzing the Impact of 2022’s Tech Sector Turmoil
The year 2022 was challenging for the tech sector.
Enterprise software companies and their internet counterparts faced an economic slump and a global reduction in spending, leading to significant layoffs and radical restructuring. In the aftermath, Microsoft pivoted to AI by acquiring OpenAI.
Additionally, all the FAANG companies implemented substantial layoffs. This raises the question: what did the restructuring look like? Most importantly, was it equitable? Did the new wave of employees represent a diverse mix or a specific group?
Analyzing the Average Senior Management Ratings before and after November reveals a stark picture.
Both ‘Average Senior Management Ratings’ and ‘Average Compensation and Benefits Ratings’ indicate that Apple experienced a significant decline. This begs the question: what happened behind the scenes?
Examining the ‘Average Work life Balance Ratings ‘ before and after November 2022, it’s evident that Apple’s ratings have declined. In contrast, Amazon’s ratings have shown a positive trend, although they still do not reach the levels seen at Meta during this period.
As a public company, Apple must address these silent revolts to prevent a potential slump in share value.
This analysis provides a clear, data-driven perspective on specific issues within the organization, highlighting actionable steps for improvement.
6. The Old Guard is Rattled: A Challenge for Tech Giants
We also analyzed the relationship between the length of employment and the number of positive reviews. Several key observations emerged.
Firstly, as the length of employment increases, employees tend to post fewer reviews. This trend is consistent among employees at Meta, Apple, Google, and Amazon, both in the US and India.
However, long tenure doesn’t necessarily correlate with positive ratings. Employees who have spent significant time at a company fully embrace the company’s culture and vision but still may have reservations about certain practices.
As seasoned experts, these long-term employees possess valuable insights – ‘earned secrets’ – about the company. They are the old guards, and addressing their concerns is crucial for executives.
In an already challenging economy, alienating your most dedicated lieutenants may not be the brightest of ideas.
In Conclusion
Glassdoor data offers a powerful lens to understand the invisible heart of a company: its culture. By analyzing this employee sentiment and job postings data, we can uncover regional variations, departmental discrepancies, and even the impact of major events like layoffs.
This data empowers companies to:
- Identify focus areas: Uncover specific departments or roles with lower satisfaction and tailor interventions accordingly.
- Benchmark against competitors: Compare employee sentiment across companies to identify strengths and weaknesses.
- Measure the impact of change: Track trends in employee sentiment over time to assess the effectiveness of new initiatives.
- Drive cultural alignment: Identify subcultures within the organization and bridge the gap for a more cohesive work environment.
By harnessing the power of Glassdoor data, companies can foster a culture that attracts and retains top talent, ultimately fueling innovation and business success.
