{ "cells": [ { "cell_type": "markdown", "id": "bef7ef5f", "metadata": {}, "source": [ "# Lesson 2: Risky Choice — Psychometric Functions and the Noise–Risk Link\n", "\n", "## From magnitude comparison to risky choice\n", "\n", "The same 64 participants from Barreto-García et al. (2023) also made risky choices\n", "**outside** the scanner. On each trial they chose between a **sure payoff**\n", "($p_\\text{safe} = 1.0$, $n_\\text{safe} \\in \\{5,7,10,14,20,28\\}$) and a **risky gamble**\n", "($p_\\text{risky} = 0.55$, $n_\\text{risky}$ varying). Payoffs were shown in two\n", "**formats** across separate blocks:\n", "\n", "| Format | Representation |\n", "|--------|----------------|\n", "| `non-symbolic` | coin clouds — same format as the magnitude task |\n", "| `symbolic` | Arabic numerals |\n", "\n", "The paper's central argument: **the same perceptual noise that limits magnitude\n", "discrimination also distorts risky-choice behaviour**, producing risk aversion as a\n", "by-product of noisy numerical cognition.\n", "\n", "## Approach: psychometric functions\n", "\n", "Rather than building a full cognitive model (we will do that in lessons 3–4), we start\n", "with the simplest possible analysis: fit a **psychometric function** to each participant's\n", "risky-choice data and extract two numbers:\n", "\n", "1. **Noise** ($\\nu$) — how imprecise is the observer? Low $\\nu$ → steep curve → precise.\n", "2. **Indifference point** ($\\delta^*$, the `bias` parameter) — at what log-ratio does the\n", " observer switch from preferring safe to preferring risky?\n", "\n", "If noise drives risk aversion, then noisier observers (higher $\\nu$, lower precision)\n", "should have a higher $\\delta^*$ (shifted rightward = more risk-averse)." ] }, { "cell_type": "code", "execution_count": 1, "id": "92e795c8", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:50:41.102845Z", "iopub.status.busy": "2026-04-07T08:50:41.102706Z", "iopub.status.idle": "2026-04-07T08:50:45.316326Z", "shell.execute_reply": "2026-04-07T08:50:45.315931Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Subjects: 64, Trials: 30311, Formats: ['symbolic', 'non-symbolic']\n" ] } ], "source": [ "import warnings; warnings.filterwarnings('ignore')\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import arviz as az\n", "from scipy.stats import norm as scipy_norm, spearmanr\n", "from bauer.utils.data import load_garcia2022\n", "from bauer.models import PsychometricModel\n", "\n", "data_risk = load_garcia2022(task='risk')\n", "print(f\"Subjects: {data_risk.index.get_level_values('subject').nunique()}, \"\n", " f\"Trials: {len(data_risk)}, \"\n", " f\"Formats: {data_risk.index.get_level_values('format').unique().tolist()}\")" ] }, { "cell_type": "markdown", "id": "b7f984b3", "metadata": {}, "source": [ "## Visualise risky-choice data\n", "\n", "We plot the proportion of risky choices as a function of the log-ratio\n", "$\\log(n_\\text{risky} / n_\\text{safe})$. The dashed vertical line marks the\n", "**risk-neutral threshold** $\\log(1/0.55) \\approx 0.60$ — the point where a\n", "risk-neutral observer is indifferent.\n", "\n", "- Curve crosses 0.5 **to the right** of the dashed line → risk-averse\n", "- Curve crosses 0.5 **to the left** → risk-seeking" ] }, { "cell_type": "code", "execution_count": 2, "id": "9ff2bd34", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:50:45.318389Z", "iopub.status.busy": "2026-04-07T08:50:45.318184Z", "iopub.status.idle": "2026-04-07T08:50:45.673336Z", "shell.execute_reply": "2026-04-07T08:50:45.672801Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_data = data_risk.reset_index(level='format').copy()\n", "plot_data['log(risky/safe)'] = np.log(plot_data['n2'] / plot_data['n1'])\n", "plot_data['bin'] = (pd.cut(plot_data['log(risky/safe)'], bins=12)\n", " .map(lambda x: x.mid).astype(float))\n", "\n", "grouped = (plot_data.groupby(['format', 'bin'])['choice']\n", " .agg(['mean', 'count']).reset_index()\n", " .query('count >= 5'))\n", "\n", "g = sns.FacetGrid(grouped, col='format', height=4.2, aspect=1.0,\n", " palette={'non-symbolic': '#d95f02', 'symbolic': '#1f78b4'})\n", "g.map(sns.lineplot, 'bin', 'mean', marker='o', markersize=5)\n", "for ax in g.axes.flat:\n", " ax.axhline(.5, ls='--', c='gray', lw=1)\n", " ax.axvline(np.log(1/.55), ls='--', c='#d73027', lw=2, label='Risk-neutral threshold')\n", " ax.set_ylim(-.05, 1.05)\n", " ax.legend(fontsize=8)\n", "g.set_axis_labels('log(risky / safe)', 'P(chose risky gamble)')\n", "g.set_titles('Format: {col_name}')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "9dfe97a2", "metadata": {}, "source": [ "## The psychometric function for risky choice\n", "\n", "bauer's `PsychometricModel` fits:\n", "\n", "$$P(\\text{chose risky}) = \\Phi\\!\\left(\\frac{\\log(n_\\text{risky}/n_\\text{safe}) - \\delta^*}{\\sqrt{2}\\,\\nu}\\right)$$\n", "\n", "where $\\Phi$ is the standard-normal CDF. The two free parameters per subject are:\n", "\n", "| Parameter | bauer name | Interpretation |\n", "|-----------|-----------|----------------|\n", "| $\\nu$ | `nu` | **Noise** — SD of the internal log-magnitude representation. Higher = noisier = shallower curve. |\n", "| $\\delta^*$ | `bias` | **Indifference point** — the log-ratio at which P(chose risky) = 0.5. A risk-neutral observer has $\\delta^* = \\log(1/0.55) \\approx 0.60$; larger values indicate risk aversion. |\n", "\n", "Note that `bias` is **unconstrained**: it can be positive (risk-averse), zero, or negative\n", "(risk-seeking). This is important — some participants genuinely prefer the risky option\n", "even when it has lower expected value, and the model can capture that.\n", "\n", "### Why this works\n", "\n", "On the log scale, choosing the risky option is optimal when:\n", "\n", "$$\\log n_\\text{risky} - \\log n_\\text{safe} > \\log(1/p_\\text{risky})$$\n", "\n", "i.e. when the risky payoff is large enough to compensate for the lower winning probability.\n", "But this comparison is done with **noisy internal representations**, and the observer may\n", "also have a **bias** toward or away from risk. The psychometric function captures both\n", "effects in a single curve." ] }, { "cell_type": "code", "execution_count": 3, "id": "1326953c", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:50:45.675709Z", "iopub.status.busy": "2026-04-07T08:50:45.675516Z", "iopub.status.idle": "2026-04-07T08:50:45.844394Z", "shell.execute_reply": "2026-04-07T08:50:45.844065Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Illustrate: how noise and bias shape the risky-choice curve\n", "log_r = np.linspace(-.3, 2.2, 400)\n", "ev_threshold = np.log(1/.55)\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(12, 4.5))\n", "\n", "# Left: varying bias (indifference point) at fixed noise\n", "ax = axes[0]\n", "for delta_star, label, c in [\n", " (0.3, 'Risk-seeking (δ* = 0.30)', '#2166ac'),\n", " (ev_threshold, f'Risk-neutral (δ* = {ev_threshold:.2f})', '#878787'),\n", " (0.95, 'Mildly risk-averse (δ* = 0.95)', '#f46d43'),\n", " (1.45, 'Strongly risk-averse (δ* = 1.45)', '#d73027')]:\n", " p = scipy_norm.cdf((log_r - delta_star) * 1.6)\n", " ax.plot(log_r, p, color=c, lw=2.5, label=label)\n", "ax.axhline(.5, ls='--', c='gray', lw=1)\n", "ax.axvline(ev_threshold, ls=':', c='gray', lw=1.5, alpha=.5)\n", "ax.set_xlabel('log(risky / safe)'); ax.set_ylabel('P(chose risky)')\n", "ax.set_title('Varying indifference point δ* (fixed noise)')\n", "ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "# Right: varying noise at fixed bias\n", "ax = axes[1]\n", "for nu, label, c in [\n", " (0.25, 'Low noise (ν = 0.25) → steep', '#2166ac'),\n", " (0.50, 'Medium (ν = 0.50)', '#878787'),\n", " (1.00, 'High noise (ν = 1.00) → flat', '#d73027')]:\n", " sigma = np.sqrt(2) * nu\n", " p = scipy_norm.cdf((log_r - 0.8) / sigma)\n", " ax.plot(log_r, p, color=c, lw=2.5, label=label)\n", "ax.axhline(.5, ls='--', c='gray', lw=1)\n", "ax.set_xlabel('log(risky / safe)'); ax.set_ylabel('P(chose risky)')\n", "ax.set_title('Varying noise ν (fixed δ* = 0.80)')\n", "ax.legend(fontsize=8.5); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Two parameters of the risky-choice psychometric function', fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "9c14300d", "metadata": {}, "source": [ "## Fitting psychometric functions — separately per format\n", "\n", "Because symbolic and non-symbolic formats produce different noise levels, we fit\n", "`PsychometricModel` **separately** for each format. This gives us per-subject estimates\n", "of $\\nu$ (noise) and $\\delta^*$ (indifference point) within each format, which we can\n", "then correlate with each other and with magnitude-task precision." ] }, { "cell_type": "code", "execution_count": 4, "id": "be234892", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:50:45.846987Z", "iopub.status.busy": "2026-04-07T08:50:45.846821Z", "iopub.status.idle": "2026-04-07T08:50:45.856696Z", "shell.execute_reply": "2026-04-07T08:50:45.856413Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Symbolic: 15161 trials, 64 subjects\n", "Non-symbolic: 15150 trials, 64 subjects\n" ] } ], "source": [ "# Prepare data: x1 = log(safe), x2 = log(risky), split by format\n", "def prep_risk_data(data):\n", " df = data.reset_index()\n", " df['x1'] = np.log(df['n1'].astype(float)) # log(safe)\n", " df['x2'] = np.log(df['n2'].astype(float)) # log(risky)\n", " return df.set_index([c for c in data.index.names if c in df.columns])\n", "\n", "data_sym = prep_risk_data(data_risk.xs('symbolic', level='format'))\n", "data_nonsym = prep_risk_data(data_risk.xs('non-symbolic', level='format'))\n", "\n", "print(f\"Symbolic: {len(data_sym)} trials, \"\n", " f\"{data_sym.index.get_level_values('subject').nunique()} subjects\")\n", "print(f\"Non-symbolic: {len(data_nonsym)} trials, \"\n", " f\"{data_nonsym.index.get_level_values('subject').nunique()} subjects\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "cb59d71c", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:50:45.858310Z", "iopub.status.busy": "2026-04-07T08:50:45.858208Z", "iopub.status.idle": "2026-04-07T08:52:50.475654Z", "shell.execute_reply": "2026-04-07T08:52:50.475064Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [nu_mu_untransformed, nu_sd, nu_offset, bias_mu, bias_sd, bias_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 59 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Symbolic fit done\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [nu_mu_untransformed, nu_sd, nu_offset, bias_mu, bias_sd, bias_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 61 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Non-symbolic fit done\n" ] } ], "source": [ "# Fit psychometric models — one per format\n", "from bauer.models import PsychometricModel\n", "\n", "model_sym = PsychometricModel(paradigm=data_sym)\n", "model_sym.build_estimation_model(data=data_sym, hierarchical=True)\n", "idata_sym = model_sym.sample(draws=500, tune=500, chains=4, progressbar=False)\n", "print(\"Symbolic fit done\")\n", "\n", "model_nonsym = PsychometricModel(paradigm=data_nonsym)\n", "model_nonsym.build_estimation_model(data=data_nonsym, hierarchical=True)\n", "idata_nonsym = model_nonsym.sample(draws=500, tune=500, chains=4, progressbar=False)\n", "print(\"Non-symbolic fit done\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "34a02220", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:50.478700Z", "iopub.status.busy": "2026-04-07T08:52:50.478546Z", "iopub.status.idle": "2026-04-07T08:52:51.186112Z", "shell.execute_reply": "2026-04-07T08:52:51.185702Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Group-level posteriors: compare formats\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "ev_threshold = np.log(1/.55)\n", "\n", "for ax, param, title in zip(axes, ['nu_mu', 'bias_mu'],\n", " ['Noise ν', 'Indifference point δ*']):\n", " sym_vals = idata_sym.posterior[param].values.ravel()\n", " nonsym_vals = idata_nonsym.posterior[param].values.ravel()\n", " az.plot_kde(sym_vals, label='Symbolic', plot_kwargs={'color': '#1f78b4', 'lw': 2}, ax=ax)\n", " az.plot_kde(nonsym_vals, label='Non-symbolic', plot_kwargs={'color': '#d95f02', 'lw': 2}, ax=ax)\n", " if param == 'bias_mu':\n", " ax.axvline(ev_threshold, ls=':', c='gray', lw=1.5, label='Risk-neutral')\n", " ax.set_title(title); ax.legend(fontsize=9); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Group-level posteriors by format', fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "48105af8", "metadata": {}, "source": [ "### Format effect\n", "\n", "Symbolic (Arabic numeral) payoffs produce **lower noise** and a **lower indifference\n", "point** — i.e. less risk aversion. This is exactly what the theory predicts: symbolic\n", "numbers are encoded more precisely, so there is less Bayesian shrinkage, and the\n", "perceived advantage of the risky option is less compressed.\n", "\n", "### Difference distributions\n", "\n", "Overlaying two posteriors can be misleading: even when the marginals overlap substantially,\n", "the **difference** may be clearly non-zero. This is especially important when the two\n", "quantities are correlated (e.g. because they come from the same participants). Here the\n", "two formats are fitted as separate models, so the posteriors are independent — but showing\n", "the difference distribution is still clearer than eyeballing overlap." ] }, { "cell_type": "code", "execution_count": 7, "id": "626b7bec", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:51.188126Z", "iopub.status.busy": "2026-04-07T08:52:51.188012Z", "iopub.status.idle": "2026-04-07T08:52:51.341596Z", "shell.execute_reply": "2026-04-07T08:52:51.340511Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Difference distributions: symbolic minus non-symbolic\n", "fig, axes = plt.subplots(1, 2, figsize=(11, 4))\n", "\n", "for ax, param, title in zip(axes, ['nu_mu', 'bias_mu'],\n", " ['Noise difference Δν', 'Indifference point difference Δδ*']):\n", " sym_vals = idata_sym.posterior[param].values.ravel()\n", " nonsym_vals = idata_nonsym.posterior[param].values.ravel()\n", " # Sample from both and compute difference\n", " n = min(len(sym_vals), len(nonsym_vals))\n", " diff = sym_vals[:n] - nonsym_vals[:n]\n", " az.plot_kde(diff, plot_kwargs={'color': '#333333', 'lw': 2}, ax=ax)\n", " ax.axvline(0, ls='--', c='#d73027', lw=1.5, label='No difference')\n", " pct_below = (diff < 0).mean() * 100\n", " ax.set_title(title)\n", " ax.set_xlabel('Symbolic − Non-symbolic')\n", " ax.text(0.03, 0.95, f'{pct_below:.0f}% < 0', transform=ax.transAxes,\n", " va='top', fontsize=10, color='#333333')\n", " ax.legend(fontsize=9); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Format effect: posterior of symbolic − non-symbolic difference', fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "d5cb96e9", "metadata": {}, "source": [ "For both parameters, the difference distribution sits almost entirely below zero:\n", "symbolic payoffs produce lower noise *and* a less risk-averse indifference point.\n", "The `RiskRegressionModel` at the end of this lesson tests this contrast within a single\n", "model, which is the cleanest approach." ] }, { "cell_type": "markdown", "id": "75a09ef8", "metadata": {}, "source": [ "## Key result: noise predicts risk aversion (within each format)\n", "\n", "We extract each subject's posterior mean for `nu` and `bias`, separately for each format,\n", "and test whether noisier observers are more risk-averse **within** each format." ] }, { "cell_type": "code", "execution_count": 8, "id": "a87ec6d4", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:51.345850Z", "iopub.status.busy": "2026-04-07T08:52:51.345656Z", "iopub.status.idle": "2026-04-07T08:52:51.396180Z", "shell.execute_reply": "2026-04-07T08:52:51.394991Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Symbolic noise-bias ρ = -0.402 (p = 0.0010)\n", "Non-symbolic noise-bias ρ = -0.383 (p = 0.0018)\n" ] } ], "source": [ "def extract_subject_params(idata, format_label):\n", " subjects = idata.posterior['nu'].coords['subject'].values\n", " nu_flat = idata.posterior['nu'].values.reshape(-1, len(subjects))\n", " bias_flat = idata.posterior['bias'].values.reshape(-1, len(subjects))\n", " df = pd.DataFrame({\n", " 'subject': subjects,\n", " 'format': format_label,\n", " 'nu_mean': nu_flat.mean(0),\n", " 'nu_lo': np.percentile(nu_flat, 3, 0),\n", " 'nu_hi': np.percentile(nu_flat, 97, 0),\n", " 'bias_mean': bias_flat.mean(0),\n", " 'bias_lo': np.percentile(bias_flat, 3, 0),\n", " 'bias_hi': np.percentile(bias_flat, 97, 0),\n", " })\n", " df['prec'] = 1 / df['nu_mean']\n", " df['prec_lo'] = 1 / df['nu_hi']\n", " df['prec_hi'] = 1 / df['nu_lo']\n", " return df\n", "\n", "df_sym_params = extract_subject_params(idata_sym, 'symbolic')\n", "df_nonsym_params = extract_subject_params(idata_nonsym, 'non-symbolic')\n", "\n", "for label, df in [('Symbolic', df_sym_params), ('Non-symbolic', df_nonsym_params)]:\n", " rho, p = spearmanr(df['nu_mean'], df['bias_mean'])\n", " print(f\"{label:15s} noise-bias ρ = {rho:.3f} (p = {p:.4f})\")" ] }, { "cell_type": "code", "execution_count": 9, "id": "44bd79a1", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:51.403728Z", "iopub.status.busy": "2026-04-07T08:52:51.403509Z", "iopub.status.idle": "2026-04-07T08:52:51.585399Z", "shell.execute_reply": "2026-04-07T08:52:51.585057Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def scatter_hdi(ax, x, y, xerr, yerr, color, xlabel, ylabel, title,\n", " hline=None):\n", " ax.errorbar(x, y, xerr=xerr, yerr=yerr,\n", " fmt='o', ms=4, alpha=.55, elinewidth=.7, capsize=2,\n", " color=color, ecolor=color)\n", " rho, p = spearmanr(x, y)\n", " m, b = np.polyfit(x, y, 1)\n", " xs = np.linspace(x.min(), x.max(), 100)\n", " ax.plot(xs, m*xs + b, '--', color=color, lw=1.5, alpha=.8,\n", " label=f'ρ = {rho:.2f} (p = {p:.3f})')\n", " if hline is not None:\n", " ax.axhline(hline, ls=':', c='gray', lw=1.5, label='Risk-neutral')\n", " ax.set_xlabel(xlabel); ax.set_ylabel(ylabel); ax.set_title(title)\n", " ax.legend(fontsize=9); sns.despine(ax=ax)\n", "\n", "ev_threshold = np.log(1/.55)\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "for ax, df, label, color in zip(\n", " axes,\n", " [df_nonsym_params, df_sym_params],\n", " ['Non-symbolic (coin clouds)', 'Symbolic (Arabic numerals)'],\n", " ['#d95f02', '#1f78b4']):\n", " scatter_hdi(\n", " ax,\n", " x = df['nu_mean'],\n", " y = df['bias_mean'],\n", " xerr = np.array([df['nu_mean'] - df['nu_lo'], df['nu_hi'] - df['nu_mean']]),\n", " yerr = np.array([df['bias_mean'] - df['bias_lo'], df['bias_hi'] - df['bias_mean']]),\n", " color = color,\n", " xlabel = 'Noise ν',\n", " ylabel = 'Indifference point δ*',\n", " title = label,\n", " hline = ev_threshold,\n", " )\n", "\n", "plt.suptitle('Within-format: noise predicts risk aversion (bars = 94 % HDI)',\n", " fontsize=13, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "f7610eb0", "metadata": {}, "source": [ "## Interpreting the indifference point: from log-space to intuition\n", "\n", "The `bias` parameter lives in **log-ratio space**, which is not immediately intuitive.\n", "Three reparameterisations make it more concrete:\n", "\n", "### 1. Indifference ratio: \"how much larger must the risky option be?\"\n", "\n", "The indifference point is $\\delta^* = -\\text{bias}$ in log-ratio space. Exponentiating\n", "gives the **indifference ratio**:\n", "\n", "$$R^* = e^{\\delta^*} = e^{-\\text{bias}}$$\n", "\n", "This is the factor by which the risky payoff must exceed the safe payoff for the observer\n", "to be indifferent. A risk-neutral observer (with $p_\\text{risky} = 0.55$) has\n", "$R^* = 1/0.55 \\approx 1.82$ — the risky option must be about **82 % larger**. A\n", "risk-averse observer requires an even larger premium.\n", "\n", "### 2. Risk-neutral probability (RNP)\n", "\n", "The **RNP** answers: \"at what winning probability would a risk-neutral agent make the same\n", "choices as this observer?\"\n", "\n", "$$\\text{RNP} = e^{\\text{bias}}$$\n", "\n", "- RNP = 0.55 → risk-neutral (the observer acts as if the gamble wins at its true rate)\n", "- RNP < 0.55 → risk-averse (acts as if the gamble wins *less* often than it actually does)\n", "- RNP > 0.55 → risk-seeking\n", "\n", "The RNP is simply the reciprocal of the indifference ratio scaled by the actual probability:\n", "$\\text{RNP} = p_\\text{risky} / R^* \\times (1/p_\\text{safe})$. But $e^{\\text{bias}}$ is\n", "the most direct computation.\n", "\n", "### 3. Certainty equivalent discount\n", "\n", "How many cents on the euro does the observer implicitly discount the risky option?\n", "$\\text{CE discount} = 1 - \\text{RNP} / p_\\text{risky} = 1 - e^{\\text{bias}} / 0.55$.\n", "A discount of 20 % means the observer treats every risky euro as worth only 80 cents." ] }, { "cell_type": "code", "execution_count": 10, "id": "d449445d", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:51.587562Z", "iopub.status.busy": "2026-04-07T08:52:51.587423Z", "iopub.status.idle": "2026-04-07T08:52:51.867687Z", "shell.execute_reply": "2026-04-07T08:52:51.865134Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Posterior distributions of the reparameterised group-level bias\n", "bias_sym = idata_sym.posterior['bias_mu'].values.ravel()\n", "bias_nonsym = idata_nonsym.posterior['bias_mu'].values.ravel()\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "\n", "# 1. Indifference ratio R* = exp(-bias)\n", "ax = axes[0]\n", "for vals, label, c in [(bias_nonsym, 'Non-symbolic', '#d95f02'),\n", " (bias_sym, 'Symbolic', '#1f78b4')]:\n", " ratio = np.exp(-vals)\n", " az.plot_kde(ratio, label=label, plot_kwargs={'color': c, 'lw': 2}, ax=ax)\n", "ax.axvline(1/0.55, ls=':', c='gray', lw=1.5, label='Risk-neutral (1/0.55)')\n", "ax.set_xlabel('Indifference ratio R* = exp(-bias)')\n", "ax.set_title('How much larger must risky be?')\n", "ax.legend(fontsize=8); sns.despine(ax=ax)\n", "\n", "# 2. RNP = exp(bias)\n", "ax = axes[1]\n", "for vals, label, c in [(bias_nonsym, 'Non-symbolic', '#d95f02'),\n", " (bias_sym, 'Symbolic', '#1f78b4')]:\n", " rnp = np.exp(vals)\n", " az.plot_kde(rnp, label=label, plot_kwargs={'color': c, 'lw': 2}, ax=ax)\n", "ax.axvline(0.55, ls=':', c='gray', lw=1.5, label='Risk-neutral (0.55)')\n", "ax.set_xlabel('Risk-neutral probability (RNP)')\n", "ax.set_title('Implied winning probability')\n", "ax.legend(fontsize=8); sns.despine(ax=ax)\n", "\n", "# 3. CE discount = 1 - RNP/0.55\n", "ax = axes[2]\n", "for vals, label, c in [(bias_nonsym, 'Non-symbolic', '#d95f02'),\n", " (bias_sym, 'Symbolic', '#1f78b4')]:\n", " rnp = np.exp(vals)\n", " discount = 1 - rnp / 0.55\n", " az.plot_kde(discount, label=label, plot_kwargs={'color': c, 'lw': 2}, ax=ax)\n", "ax.axvline(0, ls=':', c='gray', lw=1.5, label='Risk-neutral')\n", "ax.set_xlabel('CE discount (1 - RNP/0.55)')\n", "ax.set_title('Certainty-equivalent discount')\n", "ax.legend(fontsize=8); sns.despine(ax=ax)\n", "\n", "plt.suptitle('Group-level posteriors: three views of risk aversion', fontsize=12, y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "0f6d0b72", "metadata": {}, "source": [ "## Bonus: RiskRegressionModel for the format effect\n", "\n", "Instead of fitting two separate models, bauer's `RiskRegressionModel` lets you test the\n", "format effect *within a single model* using a patsy formula. This gives a direct posterior\n", "on the format contrast — cleaner than comparing two separate fits." ] }, { "cell_type": "code", "execution_count": 11, "id": "aed2260b", "metadata": { "execution": { "iopub.execute_input": "2026-04-07T08:52:51.875982Z", "iopub.status.busy": "2026-04-07T08:52:51.875416Z", "iopub.status.idle": "2026-04-07T09:08:24.662559Z", "shell.execute_reply": "2026-04-07T09:08:24.661090Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "NUTS: [evidence_sd_mu, evidence_sd_sd, evidence_sd_offset, prior_sd_mu, prior_sd_sd, prior_sd_offset]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 4 chains for 500 tune and 500 draw iterations (2_000 + 2_000 draws total) took 929 seconds.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "The effective sample size per chain is smaller than 100 for some parameters. A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from bauer.models import RiskRegressionModel\n", "\n", "data_reg = data_risk.reset_index(level='format')\n", "model_reg = RiskRegressionModel(\n", " paradigm=data_reg,\n", " regressors={'evidence_sd': 'C(format)'},\n", " prior_estimate='klw',\n", " fit_seperate_evidence_sd=False,\n", ")\n", "model_reg.build_estimation_model(data=data_reg, hierarchical=True)\n", "idata_reg = model_reg.sample(draws=500, tune=500, chains=4, progressbar=False)\n", "\n", "# Posterior of evidence_sd at each format condition\n", "conditions = pd.DataFrame({'format': ['symbolic', 'non-symbolic']})\n", "pars_cond = model_reg.get_conditionwise_parameters(idata_reg, conditions, group=True)\n", "\n", "sd_sym = pars_cond.loc['evidence_sd']['symbolic'].values\n", "sd_nonsym = pars_cond.loc['evidence_sd']['non-symbolic'].values\n", "\n", "fig, ax = plt.subplots(figsize=(6, 4))\n", "az.plot_kde(sd_sym, label='Symbolic', plot_kwargs={'color': '#1f78b4', 'lw': 2}, ax=ax)\n", "az.plot_kde(sd_nonsym, label='Non-symbolic', plot_kwargs={'color': '#d95f02', 'lw': 2}, ax=ax)\n", "ax.set_xlabel('evidence_sd (group level)')\n", "ax.set_ylabel('Posterior density')\n", "ax.set_title('RiskRegressionModel: format effect on noise')\n", "ax.legend(); sns.despine(); plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "ce58c7f3", "metadata": {}, "source": [ "## Why noise produces risk aversion: the KLW mechanism\n", "\n", "The correlation between noise and risk aversion is not a statistical accident — it has a\n", "mechanistic explanation. The **KLW model** (Khaw, Li & Woodford, 2021) shows that a\n", "Bayesian observer with noisy magnitude representations will *systematically undervalue*\n", "risky prospects:\n", "\n", "1. Both the safe and risky payoffs are perceived with noise $\\nu$ on the log scale.\n", "2. A Bayesian prior pulls both percepts toward the mean of the payoff distribution.\n", "3. Because the risky payoff is typically *larger* than the safe payoff, it gets pulled\n", " *down* more (toward the mean) than the safe payoff gets pulled *up*.\n", "4. This asymmetric compression shrinks the perceived advantage of the risky option,\n", " shifting the indifference point rightward — i.e. producing risk aversion.\n", "\n", "The amount of shrinkage is controlled by the ratio $\\nu^2 / \\sigma_0^2$ (noise vs.\n", "prior width). More noise $\\rightarrow$ more shrinkage $\\rightarrow$ more risk aversion.\n", "This is exactly the correlation we see in the scatter plots above.\n", "\n", "Critically, risk aversion here is not a preference — it is a **perceptual distortion**.\n", "The observer is doing the best they can with noisy information, and the Bayesian-optimal\n", "strategy happens to look risk-averse from the outside.\n", "\n", "## Summary\n", "\n", "1. A **psychometric function** fitted to risky choices gives two parameters per subject:\n", " noise ($\\nu$) and indifference point ($\\delta^*$).\n", "2. **Format matters**: symbolic payoffs produce lower noise and less risk aversion than\n", " non-symbolic coin clouds.\n", "3. **Within each format**: noisier subjects have higher $\\delta^*$ (more risk-averse).\n", "4. **RiskRegressionModel** provides a principled single-model test of the format effect.\n", "5. The **KLW model** explains *why*: Bayesian shrinkage under noise compresses the\n", " perceived advantage of risky options.\n", "\n", "In [Lesson 3](lesson3.ipynb) we move to a richer dataset (de Hollander et al., 2024, bioRxiv) where\n", "**presentation order** is randomised, allowing bauer's `RiskModel` with separate\n", "$\\nu_1, \\nu_2$ to capture striking order $\\times$ stake-size interactions." ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }