Metrics
What numbers consultants lead with.
Every slide that foregrounds a metric — 7,750 in total — classified into families by what's being measured. Drill in to see who uses each family, where in the narrative, and the real examples.
Metric families
7,750 metric-led slides1266
Survey & sentiment
What people said — respondents, priorities, sentiment, NPS.
16.3%
1110
Market size & value
Scale of the pool — TAM, GMV, AUM, deal value, investment, funding.
14.3%
709
Cost & savings
What's spent or saved — costs, spend, savings, efficiency, abatement.
9.1%
541
Share & penetration
Piece of the pie — market share, adoption, penetration, uptake.
7.0%
491
Growth rate
Speed of change — CAGR, YoY, growth rate.
6.3%
261
Rates & ratios
Other rates — retention, conversion, representation, distress.
3.4%
324
Employment & headcount
People at work — employees, FTEs, productivity, jobs.
4.2%
226
Indices & scores
Composite indicators — confidence indices, rankings, ratings.
2.9%
218
Margin & return
Economic quality — margins, ROI/ROE/ROIC, TSR, profit.
2.8%
212
Environment & emissions
Green metrics — GHG, emissions, hydrogen, renewables.
2.7%
187
Volume & counts
Raw counts — number of X, transactions, deals.
2.4%
141
Revenue & sales
Top line — revenue, sales, GVA.
1.8%
76
Macro indicators
Economy-wide signals — inflation, unemployment, PMI.
1.0%
23
Valuation
Asset worth — present value, pre-money, exit value.
0.3%
1965
Other
Domain-specific or uncategorized long-tail.
25.4%
Filtered by market_size
· function diagnose
· clear
Where in the narrative
| analyze_data | 443 |
| size_opportunity | 123 |
| establish_context | 102 |
| diagnose | 81 |
| quantify_impact | 66 |
| frame_problem | 58 |
| recommend | 57 |
| illustrate_case | 55 |
| benchmark_peers | 43 |
| transition | 18 |
| prioritize | 10 |
| plan_implementation | 10 |
Number shape
| money | 447 |
| plain | 372 |
| percent | 283 |
| multiplier | 7 |
| other | 1 |
80 examples
showing first 80$10.3 trillion
Scaling gen AI beyond pilots
“Only 3% of healthcare executives see call centers and customer service as major areas for gen AI transformation, in sharp contrast to other sectors in which the…”
~70
Europe faces a range of structural and cyclical headwinds, including significantly higher energy costs than the US and weak external demand for exports
“Europe continues to face higher gas prices vs. the US, with the trend set to persist in 2025 amid tight supplies and increased demand”
70%
The low footprint of large companies in these markets means that innovation is happening on too small a scale to have the needed impact, or is not happening in the places where it is needed the most.
“Even though companies say that they prioritize innovation over maintaining the status quo, 70% of IT budgets are allocated to operations or maintenance while in…”
100-150
Based on pretreatment requirements, low collection rates, and distributed supply, scalability of animal waste is limited
“Manure used as fertilizer and unethical exploitation practices”
1,100-2,275
As by-products of food crops, agricultural residues are abundant with low sustainability risks
“Crop burning is one of the main barriers to residue collection; its use is widespread for its low cost and ability to eliminate weed and pests.”
2,950-4,950
Energy crops are promising but can have a detrimental impact on food by changing land allocation
“Limit energy crops to non-agricultural land (either arable, pasture) to avoid arable crops or livestock displacement.”
37%
SECURING FUNDING FOR DIGITAL REINVENTION FROM THE BOARD IS A MAJOR ROADBLOCK FOR AUTO – OES COMPANIES
16%
An unconducive business environment has kept Lebanon’s productive sectors underdeveloped
“Growth period was sustained by foreign-inflow lead and consumption sectors.”
14.9
The inflows also went into financing the governments’ increasing size and indebtedness leaving little room for Capital Expenditures
“Revenues have been constrained with low tax collection compared to benchmarks; High government expenditures are driven by fiscal mismanagement with high wages &…”
75
Economic volatility was compounded by a lack of lack of fiscal discipline...
“All of Lebanon's public debt today has come as a result of interest accumulation”
1,580
Non-food industrial exports have also been declining across all sectors, albeit at a sharper rate than real GDP
3%
The tourism sector represents ~3% of GDP and has been declining in the past 6 years
“Used as a proxy to estimate the tourism sector's contribution to GDP; actual contribution is possibly greater but no official data exists”
1.0
The tourism sector has been on a decline since 2010
14
Sector profitability could be improved by increasing tariffs and adapting regulatory enablers
“Tariff could be increased gradually to match similar countries in the region reaching up to 14 USD cents/kWh by 2030 (3% annual increase)”
9.132
Baseline udgøres af den ikke-aftaledækket del af MATKAP/ITP
“Baseline: Det ikke-aftaledækkede forbrug er stigende over perioden idet flere aftaler udløber. Modsætningsvis falder det aftaledækkede forbrug. Det ikke- adress…”
8.326
Forskel i metode og opstilling af baseline sammenlignet med analyse ved optakt til indeværende forligsperiode
“Indeværende analyse baseres på 2 mia. kr. ud af 8,3 mia. kr.”
28,6
Kammeradvokaten varetager otte opgavetyper for FMI
“Størstedelen af volumen i det samlede opgavekompleks er egnet for hjemtagning.”
73,3
Central styring sikrer at indkøb udføres på de rigtige rammer og rammeaftaler udnyttes mest muligt
“Eksempler for 73,3 mio. kr. identificeret ved nærmere undersøgelse af FES og KAKI.”
20%
Rejserelaterede udgifter til seminarer vurderes ikke at være den primære omkostningsdriver
“Halvdelen af de møde- og kursusrelaterede todages rejser er klassificeret som seminarer, men disse udgør kun ca. 20 pct. af de samlede udgifter.”
20,9
Forsvarets indkøb af kontorartikler foretages på SI-aftale
“FMI har vurderet at størstedelen af udgifterne ikke er relateret til kontorartikler”
£2.485 million
“In the absence of a fully developed medium term plan, there is a significant risk that the Commission is unable to demonstrate that the funding is sufficient to…”
52%
“To support transformation success, you cannot ignore the meaningful investment required for change management, communication programs, and upskilling and reskil…”
70/30
“Leapfroggers flip their IT budget allocation to favor innovation”
1%
“Whilst our analysis of market data does not find any evidence of negative trends outside of the range of historic shifts in the market, we also wanted to review…”
1.6
“Low productivity and quality, structural constraints, insufficient and poorly-targeted government support, and financial unsustainability characterize the secto…”
2.79
“Low competitiveness: High costs of factors of production... and low quality / standards... aggravated by external market shocks.”
3.1
“Low occupancy rates in hotels are deterring private sector investments.”
53
“Despite Lebanon's strong talent base, access to talent was reported to be the main obstacle faced by domestic start-ups.”
2.7
“Declining performance of the education system (Quality of education system in Lebanon is classified as "Low").”
3.8
“Healthcare expenditure is in line with peers however share of out of pocket and pharma expenditure is high.”
1.4
“Mobile data and voice prices are ~2-3x regional peers (Morocco & Egypt).”
13.9%
“High share of informal companies and informal employment in the sector.”
25
“Lebanon stands with a stock of vacant apartments valued at ~9 USD Bn, mainly in luxury developments.”
145%
“Lebanon has the third highest debt to GDP ratio, driven by continuous budget deficits by successive governments.”
1.6
“Low productivity and quality, structural constraints, insufficient government support, and financial unsustainability characterize the agricultural sector.”
2.79
“Low competitiveness: High costs of factors of production...”
3.1
“Lack of proper tourism data to ensure informed decision making.”
112
“Despite Lebanon's strong talent base, access to talent was reported to be the main obstacle faced by domestic start-ups.”
2.7
“Declining performance of the education system (Quality of education system in Lebanon is classified as "Low").”
3.8
“Healthcare expenditure is in line with peers however share of out of pocket and pharma expenditure is high.”
1.4
“Both data & voice prices remain prohibitive, especially when compared with regional benchmarks.”
13.9%
“High share of informal companies and informal employment in the sector.”
25-45
“Lebanon stands with a stock of vacant apartments valued at ~9 USD Bn, mainly in luxury developments.”
145%
“Lebanon has the third highest debt to GDP ratio, driven by continuous budget deficits by successive governments. These deficits are driven by sub-par revenues a…”
1.6
“Low productivity and quality, structural constraints, insufficient and poorly-targeted government support, and financial unsustainability are the primary challe…”
3%
“The agriculture sector represents a small and declining share of productive economic activity in Lebanon.”
2.79
“Low competitiveness: High costs of factors of production... and low quality / standards... aggravated by external market shocks”
10%
“Industry is an important economic sector and currently accounts for ~10% of GDP (4.6 Bn USD) while employing an estimated 194,000 people.”
3.1
“Lack of proper tourism data to ensure informed decision making.”
3%
“The shift in type of visitors between 2013-2016 (increase in number of western tourist and decrease in number of GCC tourists) who have different spending habit…”
112
“Despite Lebanon's strong talent base, access to talent was reported to be the main obstacle faced by domestic start-ups.”
10%
“Business services & ICT contribute ~10% of the country's GDP while employing ~4% of the total employed population”
175 Mn USD
“Tech software & services is an emerging and highly-diversified market segment in Lebanon, with a big export potential.”
412%
“Lebanon's banking sector is at an advanced stage with a large number of operating banks and total banking assets of ~220 USD Bn in 2017.”
21%
“Capital markets are underdeveloped with low market capitalization at ~21% GDP vs. ~60% regional benchmarks and ~200% for global financial hubs; and only 10 list…”
2.7
“Declining performance of the education system (Quality of education system in Lebanon is classified as "Low")”
160,000
3.8
“Healthcare expenditure is in line with peers however share of out of pocket and pharma expenditure is high.”
4%
“Lebanon's healthcare expenditure per capita is in line with peer average; however 37% of expenditure is paid out of pocket potentially leading to an increased r…”
25-45
“Lebanon stands with a stock of vacant apartments valued at ~9 USD Bn, mainly in luxury developments.”
21%
“Real estate & construction is the single largest contributor to Lebanon's GDP, standing at ~21% and employs ~12% of the total labour force.”
6
“High share of informal companies and informal employment in the sector”
3.6%
“The transport sector is one of the fastest growing sectors in Lebanon, and is a significant employer.”
1.4
“Both data & voice prices remain prohibitive, especially when compared with regional benchmarks.”
110-125%
“Today, the telecom sector lags behind in terms of capital spend on infrastructure investments, especially regarding the Fixed network.”
1.5
“Annual government subsidy to compensate existing performance gaps”
145%
“Lebanon has the third highest debt to GDP ratio, driven by continuous budget deficits by successive governments. These deficits are driven by sub-par revenues a…”
145%
“However, if Lebanon retains the same trajectory, then by 2030, Debt to GDP ratio would reach ~200% and expenditures excluding interest would exceed government r…”
36%
“Public sector employees' salaries, corresponds to ~46% of total government revenues, the highest ratio compared to global and regional benchmarks.”
1.6
“Low productivity and quality, structural constraints, insufficient government support, and financial unsustainability characterize the sector's current state.”
2.79
“Low competitiveness: High costs of factors of production... and low quality / standards... aggravated by external market shocks.”
112
“Despite Lebanon's strong talent base, access to talent was reported to be the main obstacle faced by domestic start-ups.”
2.7
“Declining performance of the education system (Quality of education system in Lebanon is classified as "Low").”
3.1
“Lack of proper tourism data to ensure informed decision making.”
1.6
“Low productivity and quality, structural constraints, insufficient and poorly-targeted government support, and financial unsustainability are the key challenges…”
2.79
“Low competitiveness: High costs of factors of production... and low quality / standards... aggravated by external market shocks.”
3.1
“Lack of proper tourism data to ensure informed decision making.”
53
“Despite Lebanon's strong talent base, access to talent was reported to be the main obstacle faced by domestic start-ups.”
2.7
“Declining performance of the education system (Quality of education system in Lebanon is classified as "Low")”
25,1 mio.