Global Factor Data (JKP Factors) Alternatives & Competitors

Checking

Replacement verdicts

Global Factor Data (JKP Factors) logo

Alternatives to Global Factor Data (JKP Factors)

Curated replacements grouped by fit, tradeoffs, pricing flexibility, and platform access. Use this list to decide which Global Factor Data (JKP Factors) competitor is worth testing first.

Looking for a Global Factor Data (JKP Factors) replacement? We've profiled 20 alternatives by workflow fit, pricing flexibility, caveats, and platform access. Whether you need a free option to trial, mobile-ready workflows, or API integrations, this list helps you choose what to test first.

Disclosure: outbound links may include affiliate or sponsor links

Which Alternative Should You Use?

Portfolio123 logo

Portfolio123

Closest replacement

Best for: Rules-based investors looking for point-in-time stock and ETF simulations.

  • Portfolio123 best matches the base workflow on quant research, factor screening, and financial data API.
  • Portfolio123 also has a free plan, so you can try it without paying. Free-plan limits: Signup required. Free Manage module is separate from paid Research, API, and DataMiner access.

Watch for: Advanced research is paid: Free Manage covers portfolio tracking. Time-limited access covers screener and backtesting use before a paid Research plan, while API and DataMiner require separate paid access.

GuruFocus logo

GuruFocus

Best audience fit

Best for: Value investors looking for long historical fundamentals, GF Score, GF Value, and guru/institutional holdings.

  • GuruFocus best matches the base workflow on financial data API, strategy backtesting, and charting and technical analysis.
  • GuruFocus also has a free plan, so you can try it without paying. Free-plan limits: Signup required. A free account has limited access.

Watch for: Paid access is region and tier dependent: Annual paid memberships, region add-ons, API plans, and pay-as-you-go API credits.

FactorsToday logo

FactorsToday

Strong runner-up

Best for: Quantitative researchers studying factor returns, stock loadings, correlations, and attribution.

  • FactorsToday best matches the base workflow on quant research, financial data API, and strategy backtesting.
  • FactorsToday also has a free plan, so you can try it without paying. Free-plan limits: Public dashboards and API documentation can be opened without signing in.

Watch for: Pricing not published: The site exposes public tools and a no-key API but publishes no long-term access or commercial pricing policy.

PortfoliosLab logo

PortfoliosLab

Strong runner-up

Best for: Long-term investors who want portfolio backtests, risk metrics, correlations, optimization, and screeners in one web service.

  • PortfoliosLab best matches the base workflow on strategy backtesting, charting and technical analysis, and screening and idea generation.
  • PortfoliosLab also has a free plan, so you can try it without paying. Free-plan limits: Signup required. Free plan includes 1 watchlist, 100 symbols, 15 holdings per portfolio, 10 calculations/month, and 5 years of history.

Watch for: Free tier is small: Free access is capped at 1 watchlist, 100 symbols, 15 holdings per portfolio, 10 calculations per month, and 5 years of history.

Detailed Alternatives

I want to

Our ranked order by workflow overlap and quality.

1
Portfolio123 logo
Closest replacement

Portfolio123

Analyst pickTested by us

Bottom line: Rules-based investors looking for point-in-time stock and ETF simulations.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Screeners
  • Stock Ideas
  • Scores
  • Valuation Models

Lose

  • Other access

Watch out

  • Avoid as a full replacement if you rely on historical market data and research reports.
  • Free-plan limits: Signup required. Free Manage module is separate from paid Research, API, and DataMiner access. General registration offers 30 days of screener and backtesting access without a payment card.
  • Advanced research is paid: Free Manage covers portfolio tracking. Time-limited access covers screener and backtesting use before a paid Research plan, while API and DataMiner require separate paid access.
Cost
Free with signup

$25/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

2
FactorsToday logo
Drop-in replacement

Bottom line: Quantitative researchers studying factor returns, stock loadings, correlations, and attribution.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Screeners
  • Stock Comparison
  • Performance Attribution
  • Risk Metrics

Lose

  • Other access

Watch out

  • Avoid as a full replacement if you rely on historical market data, factor screening, and research reports.
  • Free-plan limits: Public dashboards and API documentation can be opened without signing in. The API does not currently require a key and is limited to ten requests per second per IP address. No paid pricing table or durable free-access commitment is published.
  • Pricing not published: The site exposes public tools and a no-key API but publishes no long-term access or commercial pricing policy.
Cost
Free, no signup

Free onlyno paid tier

3
GuruFocus logo
Best audience fit

GuruFocus

Analyst pickTested by us

Bottom line: Value investors looking for long historical fundamentals, GF Score, GF Value, and guru/institutional holdings.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Stock Ideas
  • Screeners
  • ETF Screeners
  • Top Analysts

Lose

  • Factor Exposure

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. A free account has limited access. Free members have limited portfolio capacity.
  • Paid access is region and tier dependent: Annual paid memberships, region add-ons, API plans, and pay-as-you-go API credits.
Cost
Free with signup

$45.75/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

4
PortfoliosLab logo
PortfoliosLabPartial replacement
4
PortfoliosLab logo
Partial replacement

Bottom line: Long-term investors who want portfolio backtests, risk metrics, correlations, optimization, and screeners in one web service.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Portfolio
  • Watchlist
  • Backtesting
  • Correlation

Lose

  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free plan includes 1 watchlist, 100 symbols, 15 holdings per portfolio, 10 calculations/month, and 5 years of history. Annual billing works out to $8.33 per month for Plus, $20.83 for Pro, and $75 for Max.
  • Free tier is small: Free access is capped at 1 watchlist, 100 symbols, 15 holdings per portfolio, 10 calculations per month, and 5 years of history.
Cost
Free with signup

$8.33/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

5
TickerTrends logo
TickerTrendsPartial replacement
5
TickerTrends logo
Partial replacement

Bottom line: Investors, analysts, and funds using alternative data such as search, web traffic, app usage, social, news, reviews, and transcripts to forecast company KPIs before earnings.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Stock Ideas
  • Screeners
  • Stock Comparison
  • Backtesting

Lose

  • Factor Exposure

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. TickerTrends Core is $998 per year after a seven-day trial and carries a 30-day money-back guarantee. KPI Tracking Suite is custom priced with a trial available by request.
  • Alternative data is noisy: Search, social, traffic, and app signals are proxies for business performance. Users need modeling discipline, validation, and company-specific KPI context.
Cost
Free with signup

$83.17/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

6
SentiSense logo
SentiSensePartial replacement
6
SentiSense logo
Partial replacement

Bottom line: Active investors and developers looking for market data, news clustering, social sentiment, institutional flow, insider trades, and AI analysis in one beta workspace.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Stock Ideas
  • Screeners
  • Watchlist
  • News

Lose

  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free plan includes 1,000 API requests/month and limited market-intelligence access. PRO is listed at $15/month or $144/year with unlimited monthly API and MCP calls at up to 300 requests per minute.
  • Beta product with plan limits: Free and PRO quotas are now published, but the product remains young and users should verify endpoint-level access before depending on it in production.
Cost
Free with signup

$15/moto go paid

Global Factor Data (JKP Factors) has no paid plan

7
Sharpely logo
SharpelyPartial replacement
7
Sharpely logo
Partial replacement

Bottom line: Indian investors comparing an official RRG chart with stock, fund, factor, and strategy research in the same product.

Keep

  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Screeners
  • Stock Comparison
  • ETF Comparison
  • Backtesting

Lose

  • APIs & Data Feeds
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and financial data API.
  • Free-plan limits: Signup required. The pricing page describes the Free plan as valid forever. RRG Chart appears under Core Benefits in Every Plan, but the Free plan's public feature response omits it.
  • India-focused coverage: The product is built around Indian stocks, sectors, indices, mutual funds, and ETFs rather than broad global coverage.
Cost
Free with signup

Free • Contact for pricing

8
ORTEX logo
ORTEXPartial replacement
8
ORTEX logo
Partial replacement

ORTEX

Tested by us

Bottom line: Active traders and analysts tracking short interest, securities lending, options flow, insider trades, stock scores, and trading signals.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Short Interest
  • Insider Data
  • Index Rebalancing
  • Money Flow

Lose

  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free account has limited access. The free account needs no credit card.
  • Best data is paid: Free accounts have limited access. Basic, Advanced, and API tiers unlock deeper datasets and workflow capacity.
Cost
Free with signup

$39/moto go paid

Global Factor Data (JKP Factors) has no paid plan

9
Portfolio Visualizer logo
Portfolio VisualizerPartial replacement
9
Portfolio Visualizer logo
Partial replacement

Bottom line: DIY investors and advisors needing portfolio backtests, Monte Carlo analysis, optimization, correlations, factor regression, and fund analytics from a web tool.

Keep

  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Backtesting
  • Monte Carlo
  • Correlation
  • Risk Metrics

Lose

  • APIs & Data Feeds
  • Other access

Watch out

  • Avoid as a full replacement if you rely on historical market data, financial data API, and research reports.
  • Free-plan limits: Signup required. Free tier supports portfolios with up to 15 assets and limited history. Basic is listed at $30/month billed annually.
  • Free tier is constrained: The free tier limits portfolio size/history and excludes current month-to-date results, so serious workflows usually need Basic or Pro.
Cost
Free with signup

$30/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

10
Perplexity Finance logo
Perplexity FinancePartial replacement
10
Perplexity Finance logo
Partial replacement

Perplexity Finance

Analyst pickTested by us

Bottom line: Users looking for cited AI answers over finance pages, filings, news, charts, watchlists, screeners, ownership data, and earnings documents.

Keep

  • APIs & Data Feeds
  • Data Visualizations

Gain

  • Screeners
  • Watchlist
  • News
  • Calendar

Lose

  • Quant
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Free consumer plan includes 3 Pro searches per day. Pro is listed locally at $20/month and Max at $200/month for consumer access. Agent API finance_search is billed at $0.005 per invocation, or $5 per 1,000 invocations, with model tokens billed separately.
  • AI answer quality still needs review: Perplexity cites sources, but investment conclusions, calculations, and data joins should be verified before use.
Cost
Free, no signup

$20/moto go paid

Global Factor Data (JKP Factors) has no paid plan

11
TipRanks logo
TipRanksPartial replacement
11
TipRanks logo
Partial replacement

TipRanks

Analyst pickTested by us

Bottom line: Retail investors looking for analyst consensus, expert rankings, Smart Score, news sentiment, and stock ideas.

Keep

  • APIs & Data Feeds
  • Data Visualizations

Gain

  • Stock Ideas
  • Top Analysts
  • Screeners
  • ETF Screeners

Lose

  • Quant
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free/Basic MCP OAuth quota is 10 tool calls per month. Free API-key tier is limited to 10 requests per minute and 50 requests per month.
  • Best tools are paid: Premium and Ultimate gate Smart Portfolio, Smart Score, expert/insider/hedge-fund tools, exports, and higher MCP quotas.
Cost
Free with signup

Free • Contact for pricing

12
Börsdata logo
BörsdataPartial replacement
12
Börsdata logo
Partial replacement

Bottom line: Nordic and European investors looking for a fundamentals-rich screener, reports, owner data, technical charts, and dividend research.

Keep

  • APIs & Data Feeds
  • Data Visualizations

Gain

  • Screeners
  • Stock Ideas
  • Index Rebalancing
  • Watchlist

Lose

  • Quant
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free account has limited access. Full data requires Premium, Pro, Pro+, or Enterprise.
  • Best value is Nordic-first: Global coverage exists on higher tiers, but Börsdata is strongest for Nordic equities and Nordic ownership/insider workflows.
Cost
Free with signup

Free • Contact for pricing

13
Trackinsight logo
TrackinsightPartial replacement
13
Trackinsight logo
Partial replacement

Bottom line: ETF investors and institutions that need global screening, comparison, portfolio analysis, and factor or ESG data.

Keep

  • APIs & Data Feeds
  • Data Visualizations
  • Factor Exposure

Gain

  • ETF Screeners
  • ETF Comparison
  • ETF Analysis
  • ETF Factors

Lose

  • Quant
  • Stocks coverage
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and research reports.
  • Free-plan limits: Signup required. A free Essentials account is required to save lists and create up to two portfolios. Full Portfolio Insights is included with Enterprise.
  • ETF-only focus: Trackinsight is built for ETF/ETP research and data services, not single-stock fundamentals, options, or brokerage execution.
Cost
Free with signup

Free • Contact for pricing

14
okama logo
okamaPartial replacement
14
okama logo
Partial replacement

okama

Tested by us

Bottom line: Technical users who want a free, open-source Python toolkit for portfolio optimization, risk metrics, Monte Carlo, and historical market or macro data.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Portfolio
  • Correlation
  • Backtesting
  • Risk Metrics

Lose

  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on factor screening, financial data API, and research reports.
  • Free-plan limits: Open-source Python library and free API access to end-of-day historical market data and macroeconomic indicators. Public documentation currently describes okama 2.3.0.
  • Developer-oriented workflow: okama is designed for Python, API, and widget workflows. Nontechnical investors may find a hosted portfolio tracker easier to use.
Cost
Free, no signup

Free onlyno paid tier

15
ETF Insider logo
ETF InsiderPartial replacement
15
ETF Insider logo
Partial replacement

ETF Insider

Analyst pickTested by us

Bottom line: ETF and mutual fund investors needing holdings look-through, overlap, concentration, correlation, factor exposure, and efficient-frontier style portfolio views.

Keep

  • APIs & Data Feeds
  • Data Visualizations
  • Factor Exposure

Gain

  • ETF Screeners
  • Risk Metrics
  • Portfolio
  • Correlation

Lose

  • Quant
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and financial data API.
  • Free-plan limits: Signup required. Free plan is listed at $0/month with up to 4 saved portfolios and limited full holdings data. Pro is listed at $14/month with unlimited full holdings data, Excel export, and unlimited saved portfolios.
  • Non-US coverage unclear: Pricing lists international equities, but the FAQ says only US-listed assets. Non-US fund support is not established; crypto is unsupported.
Cost
Free with signup

$14/moto go paid

Global Factor Data (JKP Factors) has no paid plan

16
LIQN logo
LIQNPartial replacement
16
LIQN logo
Partial replacement

LIQN

Tested by us

Bottom line: Investors who think in factors, themes, regimes, and catalysts rather than starting from a conventional ticker screener.

Keep

  • Quant
  • Data Visualizations
  • Factor Exposure

Gain

  • Money Flow
  • Risk Metrics
  • Watchlist
  • Short Interest

Lose

  • APIs & Data Feeds
  • Other access
  • Free tier

Watch out

  • Avoid as a full replacement if you rely on historical market data, financial data API, and research reports.
  • Free-plan limits: Signup required. The public landing page requires sign-in and does not state pricing or trial terms. Feature and coverage claims from the earlier hands-on review need an authenticated recheck.
  • Portfolio Risk is unverified: An earlier hands-on review found only a mocked preview. The current feature status requires an authenticated check.
Cost
Paid only

Other

17
TradingView logo
TradingViewPartial replacement
17
TradingView logo
Partial replacement

TradingView

Analyst pickTested by us

Bottom line: Traders and investors looking for charting, alerts, screeners, and market coverage across many asset classes.

Keep

  • Quant
  • Data Visualizations

Gain

  • Screeners
  • ETF Screeners
  • Stock Ideas
  • Stock Comparison

Lose

  • APIs & Data Feeds
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Basic tier limits charts per tab, indicators, alerts, watchlists, and historical bars. Some real-time exchange data is sold separately from platform plans.
  • Real-time market data can require add-ons: Optional real-time quote subscriptions and exchange-specific data fees.
Cost
Free with signup

$12.95/moto go paid

Global Factor Data (JKP Factors) has no paid plan

18
AmiBroker logo
AmiBrokerPartial replacement
18
AmiBroker logo
Partial replacement

Bottom line: Systematic traders who want AFL scripting, charting, scanning, optimization, Monte Carlo analysis, and portfolio backtesting on Windows.

Keep

  • APIs & Data Feeds
  • Quant
  • Data Visualizations

Gain

  • Screeners
  • Backtesting
  • Monte Carlo
  • Risk Metrics

Lose

  • Factor Exposure
  • Web access
  • Other access
  • Free tier

Watch out

  • Avoid as a full replacement if you rely on historical market data, factor screening, and financial data API.
  • Free-plan limits: Trial-only access. Standard costs $299, Professional costs $379, and Ultimate Pack Pro costs $499 before applicable tax. New licenses include 24 months of upgrades, email support, and maintenance.
  • Windows desktop workflow: AmiBroker is a Windows desktop application. It does not provide a native web, macOS, or mobile workflow.
19
Uncle Stock logo
Uncle StockPartial replacement
19
Uncle Stock logo
Partial replacement

Uncle Stock

Analyst pickTested by us

Bottom line: Value and long-term investors screening global companies by financial statements, ratios, scores, and valuation models.

Keep

  • APIs & Data Feeds
  • Data Visualizations

Gain

  • Screeners
  • Backtesting
  • Financials
  • Valuation Models

Lose

  • Quant
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Subscription page lists Bronze at $20/month or $130/year, Silver at $35/month or $210/year, and Gold at $60/month or $350/year. Gold adds CSV export and a higher MCP search quota. The pricing page says unlimited Gold searches, while the MCP documentation says 75/day; treat the exact quota as unverified.
  • API is Gold-gated and capped: The JSON Search API requires Gold and is capped at 10 calls per minute and 300 calls per month unless the vendor raises the limit.
Cost
Free with signup

$10.83/moto go paid, billed yearly

Global Factor Data (JKP Factors) has no paid plan

20
Fiscal.ai logo
Fiscal.aiPartial replacement
20
Fiscal.ai logo
Partial replacement

Fiscal.ai

Analyst pickTested by us

Bottom line: Investors who want AI-assisted company research backed by financials, estimates, transcripts, filings, and dashboards.

Keep

  • APIs & Data Feeds
  • Data Visualizations

Gain

  • Stock Ideas
  • Screeners
  • Stock Comparison
  • Portfolio

Lose

  • Quant
  • Factor Exposure
  • Other access

Watch out

  • Avoid as a full replacement if you rely on quant research, historical market data, and factor screening.
  • Free-plan limits: Signup required. Free terminal access has dashboard, history, event, and AI prompt limits. Free API access covers 100 companies, 50 requests per minute, and 250 requests per day.
  • Free access is limited: The free API is limited to 100 companies, 50 requests per minute, and 250 requests per day. Deeper history, exports, and some datasets require paid plans.
Cost
Free with signup

$39/moto go paid

Global Factor Data (JKP Factors) has no paid plan

What This Shortlist Tells You

Portfolio123 is the closest drop-in replacement with overlapping coverage in APIs & Data Feeds, Quant, and Data Visualizations while adding Screeners and Stock Ideas coverage and Build multifactor ranking systems, stock and ETF screens, and rules-based strategies with point-in-time data. and Run backtests for US, Canadian, and European equities with custom universes, buy and sell rules, position sizing, hedging, slippage, and commissions. features (workflow overlap ~100%).

Free tiers remain available through Portfolio123, FactorsToday, GuruFocus, PortfoliosLab, TickerTrends, SentiSense, Sharpely, ORTEX, Portfolio Visualizer, Perplexity Finance, TipRanks, Börsdata, Trackinsight, okama, ETF Insider, TradingView, Uncle Stock, and Fiscal.ai for side-by-side testing.

Need mobile access? GuruFocus, Sharpely, and ORTEX bring phone-ready workflows that Global Factor Data (JKP Factors) lacks.

Round out your stack with new coverage areas like Screeners, Stock Ideas, Scores, and Valuation Models.

Coverage Snapshot

Where alternatives already align

Most shared categories across the top matches.

New angles introduced

Categories the alternatives add beyond Global Factor Data (JKP Factors).

Access & Pricing

Free to start

18/20

18 of 20 start free, same as Global Factor Data (JKP Factors).

Paid plans from

$8.33/mo

PortfoliosLab is the cheapest listed monthly upgrade. No comparable monthly price is listed for Global Factor Data (JKP Factors).

Mobile app

6 of 20

6 add a mobile app that Global Factor Data (JKP Factors) lacks.

API access

15 of 20

15 expose an API or data feed, usually on a paid plan.

Hands-on tested

12 of 20

12 tested hands-on. 8 are analyst picks.

Coverage overlap

71%

Average share of Global Factor Data (JKP Factors) categories each alternative covers.

Frequently Asked Questions

What are the best alternatives to Global Factor Data (JKP Factors)?

Portfolio123, FactorsToday, and GuruFocus share the most workflows with Global Factor Data (JKP Factors), in that order. Start with the one whose Keep list matches what you use daily.

Which alternatives keep a free tier?

Portfolio123, FactorsToday, GuruFocus, PortfoliosLab, TickerTrends, SentiSense, Sharpely, ORTEX, Portfolio Visualizer, Perplexity Finance, TipRanks, Börsdata, Trackinsight, okama, ETF Insider, TradingView, Uncle Stock, and Fiscal.ai start free, so you can test them before paying. Check each card for signup and usage limits on the free plan.

Which workflows do the top Global Factor Data (JKP Factors) alternatives cover?

Between them the top matches cover APIs & Data Feeds, Data Visualizations, Factor Exposure, and Quant. Global Factor Data (JKP Factors) workflows in those areas move over as they are. The Lose column on each card names what does not.

Feedback

Missing an alternative, or is a listing out of date? Tell me and I will look.

Curation & Accuracy

This directory blends AI‑assisted discovery with human curation. Entries are reviewed, edited, and organized with the goal of expanding coverage and sharpening quality over time. Your feedback helps steer improvements (because no single human can capture everything all at once).

Details change. Pricing, features, and availability may be incomplete or out of date. Treat listings as a starting point and verify on the provider’s site before making decisions. If you spot an error or a gap, send a quick note and I’ll adjust.